The invitation was tucked away in a drawer, out of sight but not out of mind. The responsibility of writing a speech for his father's retirement had been a source of constant low-level anxiety. He knew he should be preparing, but he couldn't bring himself to do it.

He found himself spending most of his time in bed, staring at the ceiling. The world seemed to be moving at a different pace, a frenetic energy he couldn't match. He had no appetite.

At the retirement party, he felt out of place, an alien observer. He forced himself to socialize, but the effort left him feeling depleted. His speech was a series of disconnected sentences, barely making sense. He left the party early, escaping to the quiet of his apartment.

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