desperate - Story 27191 | Emotion Vectors in Gemma4-31B

The hallway buzzed. He hunched his shoulders, pulling his worn coat tighter. His daughter, Lily, skipped ahead, oblivious to the storm brewing inside him. He knew this school. He knew every chipped tile, every scrawled-on desk, every echoing laugh. And now, this… Mrs. Gable. Lily’s new fourth-grade teacher. The woman who’d made his childhood a living hell. He trailed behind, his throat constricted, as Lily disappeared into her classroom. His knuckles were white as he gripped the strap of his messenger bag. He had to be strong for Lily. He had to.

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