He walked the familiar route to the bodega, the same way he’d walked for years. The news of the condo conversion hung over him, a dark cloud obscuring the sun. He felt an absence of spirit, a lack of vitality.

He found himself overwhelmed by minor things. A spilled coffee, a missed bus, a rude cashier – all of them felt like catastrophes. His frustration built up rapidly, with no outlet, no place to go.

The building around him felt like a mausoleum. He wandered through the halls, seeing everything with an emotionless eye. He felt a kind of numbness, a detachment from everything that was happening. He existed, but did not feel.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307