He read the email, the words swimming before his eyes. "Regretfully, we announce the closure of 'Stella's Supper Club.'" He reread it again, as if the second read would change the outcome. His heart sank.

He found it hard to concentrate at work. His mind kept drifting back to the restaurant, the laughter, the comforting atmosphere. He felt a constant, low-level irritation. The simplest tasks felt like monumental efforts.

He avoided his friends, cancelling a dinner plan. Socializing seemed like a chore. He felt like he would fall apart if he tried to interact. The evenings were long, punctuated only by the relentless ticking of the clock.

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