The cold bit at her cheeks as she sat on the park bench. Everything had become so…difficult. She pulled out the book she’d purchased at the market, a tattered copy of "The Great Gatsby." She opened it, and a small scrap of paper fell to the ground.

It was a shopping list, scrawled in hurried handwriting. *Milk, bread, eggs…* and at the bottom, a single, underlined word: *Hope.*

Her breath caught in her throat. She stared at the word, the small gesture of optimism oddly affecting. She felt a tear trickle down her cheek. She was alone, but someone, somewhere, had held onto hope.

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