Rain lashed against the windows, mirroring the storm brewing inside Leo. He hadn't left his childhood bedroom in three days, the curtains drawn tight against the world. The only light came from the flickering screen of his laptop, illuminating a face etched with shadows. Their parents’ will arrived this morning. Leo's sister, Clara, had been the one to retrieve it. A phone call earlier had gone something like this: "Guess what? We have the paperwork… so, yeah. Dad's workshop is yours." Leo mumbled a response, feeling the words stick in his throat. He thought about the workshop, the smell of sawdust and varnish, and the memory did not elicit joy.

He picked at the chipped paint on the window frame, the wood cold and unyielding beneath his fingertips. It seemed as though everything was cold and unyielding. The will revealed that Clara inherited the family home, a sprawling Victorian monstrosity that Leo had always found oppressive. His life, he realized, felt exactly like the home—oppressive. He was sure Clara would be more thrilled, but he could only envision the dust bunnies collecting in the corners of his mind.

A heavy sigh escaped him, a sound filled with a weariness that settled deep in his bones. He knew he should be grateful, that he was lucky. He felt nothing.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307