desperate - Story 27044 | Emotion Vectors in Gemma4-31B

The constant vibrations were shaking the foundation of Emily's sanity. Every nail hammered, every board sawed, was a nail in the coffin of her composure. She had been on edge since her job loss, and the construction amplified everything. She was running out of time.

She started to avoid the front of her house, retreating to the cramped back bedroom. The sunlight felt hostile, the air thick with the promise of more noise.

She began to pace, back and forth, muttering to herself, her fingers constantly fidgeting with her hair. She needed to find a solution, and fast.

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