desperate - Story 27065 | Emotion Vectors in Gemma4-31B

The letter felt heavy in Emily's hand, a physical manifestation of her fear. She held it close to her chest. She found herself standing on the balcony, the cool night air doing nothing to soothe the burning sensation in her chest. The city lights below twinkled, mocking her with their beauty, their promise of opportunities she couldn't access. She closed her eyes, picturing her grandmother, the woman who had sacrificed everything for her education. Her throat constricted.

Emotion: desperate

Cluster: Sadness / Despair

PC1 (Valence): -1.68 Negative

PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235