The notice, a stark white rectangle, clung to his door like a judgmental leech. He crumpled it without a glance at the contents, letting it fall to the already dusty floor. The walk to the communal laundry room felt like wading through molasses. Each step was a monumental effort.

The washing machine’s rhythmic churn, normally a soothing soundtrack to his chores, grated on his nerves today. The hum of the dryer felt like a relentless accusation. He sat on the cracked plastic chair, staring at the peeling paint on the wall, the world outside a blurry, muted grey.

A neighbor, Mrs. Gable from the third floor, stopped to chat, her voice bright and cheery. He mumbled a greeting, his gaze fixed on the floor. She mentioned the condo conversion with evident excitement, babbling about renovations and rising property values. He just nodded, the words washing over him like a tide.

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