The notice lay on the floor, crumpled beneath her foot. Olivia didn’t bother to pick it up. She had been staring out the window for hours, the city skyline a blurred, indifferent backdrop to her despair.

She felt a hollowness inside, a vast, empty space where hope used to reside. She hadn’t slept well in weeks. She had stopped eating. She felt like a puppet with its strings cut.

Her apartment, once her sanctuary, now felt like a cage. She just wanted to escape, to be free from the oppressive weight that had settled upon her. The thought of everything that had to be done filled her with dread. The future, previously exciting, was now an abyss.

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