desperate - Story 27235 | Emotion Vectors in Gemma4-31B

“I… I don’t understand,” Amelia stammered into the phone. Her voice sounded thin and reedy, even to her own ears. Her diary, a sacred space for her hopes and dreams, was now broadcast for all to see.

Her sister on the other end, offered platitudes that felt like sharp, cold knives. Her throat tightened, making it hard to swallow. The air seemed to be sucked out of the room. She felt pinned, helpless.

"They're laughing," Amelia choked out, her voice barely a whisper. The idea of people reading her intimate thoughts, judging her, made her shiver.

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