The city noise, usually a comforting backdrop, now seemed to mock him. Liam couldn't sleep. He tossed and turned, replaying the interview, dissecting every word, every gesture. The disappointment hung heavy in the air, a physical presence. He heard Sarah had got the job.

He sat up in bed, the sheets tangled around his legs. The streetlight cast long shadows across the room, creating an atmosphere of unsettling unease. He felt a gnawing emptiness, a void that seemed to swallow everything.

He thought of calling his friend, his usual lifeline, but the words wouldn't form. He felt like a burden. The thought of facing another day, the same routine, the same emptiness, filled him with a profound weariness.

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