desperate - Story 27895 | Emotion Vectors in Gemma4-31B

"This isn't possible!" Clara’s voice cracked, the words barely audible. She reread the professor's comments, each one a sharp jab to her confidence. Her usually neat desk was now a mess of scattered books and notes, a physical representation of her fragmented thoughts. She’d convinced herself she had this. She had to. Now, the fear took over, squeezing at her chest. She needed to prove them wrong, to show them she was capable. She had no other choice.

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