desperate - Story 27298 | Emotion Vectors in Gemma4-31B

The tears welled up, blurring the already distorted image of the world. She hugged herself, trying to find some semblance of solace in her own embrace. The decorations, carefully chosen and placed, now seemed to mock her from their places around the house. The energy, the excitement she had felt just hours ago, had vanished, replaced by an overwhelming sense of emptiness. She was adrift, tossed about on a sea of disappointment.

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