The television blared, the sound a meaningless cacophony that filled the otherwise empty house. He sat on the floor, surrounded by takeout containers and discarded mail. He hadn't bothered to shave in days.

A loud banging at the door. He ignored it. It was probably the world, demanding something from him. The banging continued, louder this time. He finally gave in, his movements slow and clumsy.

It was Mr. Tanaka, his face tight with annoyance. "Mr. Davies, can we talk about that elm tree? It's blocking the sun from my solar panels!"

Davies stared at him, the man's words washing over him. The sun. The solar panels. He just felt an immense, crippling fatigue. He was barely holding it together, struggling to breathe, and the elm tree hardly mattered.

He waved his hand dismissively, his voice a gravelly whisper. "Whatever."

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