desperate - Story 27346 | Emotion Vectors in Gemma4-31B

The sweat slicked down Clara's back. The job interview had gone horribly wrong. She was nearly out of options. She knew she was heading towards a disaster. A small, raggedy bear sat on a table overflowing with knick-knacks. It looked so familiar. It was her childhood bear, Bartholomew. She blinked back the tears that pricked at her eyes.

She approached the elderly woman behind the table. "How much for the bear?" Her voice wavered. The woman’s eyes twinkled. "Three dollars." Clara's stomach lurched. She counted her few remaining coins. She was short by a dollar. The world spun. "Could I…" she started, her voice breaking.

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