The rain hammered against the windows, mirroring the relentless drumming in his head. He hadn't left his dorm room in days, the stale air thick with the smell of unwashed clothes and regret. The walls seemed to be closing in, the confined space amplifying the hollowness that resonated within him.

He picked at a loose thread on his worn jeans, a mindless action. The news had been delivered with a cold efficiency, a callous formality that still stung. His scholarship, his opportunity, stolen from someone who deserved it. He was a fraud. A thief.

He rolled over on his mattress and pulled the blankets over his head, retreating into the darkness.

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