He had been staring at the cracks in the ceiling for what felt like hours. Each one a tiny, jagged roadmap of a life he no longer recognized. When a polite knock echoed from the front door, it felt like a violation. He didn't want to talk. He didn't want to engage.

It was Mr. Henderson from next door, his face flushed with the energy he always seemed to possess. "Morning, mate! Just popped over to see if you'd be alright with me planting a little vegetable patch along the edge of your property. Won't take up much space, I promise." His voice was too cheerful, too vibrant.

A wave of something akin to nausea rolled through him. The thought of any change, any interaction, felt overwhelming. He grunted something noncommittal. Mr. Henderson, oblivious, kept talking. The man’s words faded to static as he retreated back into the dimness of his house.

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