desperate - Story 27239 | Emotion Vectors in Gemma4-31B

She walked aimlessly through the city streets, the city lights blurring in her tear-filled eyes. Her diary, her inner thoughts, were out for the world to judge. Every face she passed seemed to leer at her, mocking her.

Her legs felt heavy, leaden. She stopped at a bridge, the water below reflecting the city lights. She grasped the railing, her knuckles white.

She felt utterly adrift, lost in a sea of public shame. The cold night air offered no comfort.

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