desperate - Story 27160 | Emotion Vectors in Gemma4-31B

The city noise was a constant roar, a symphony of chaos that mirrored the turmoil inside her. She couldn't afford to be late. She barely had enough money for the bus. Her competitor, Dan, was already waiting at the entrance.

She felt a cold dread settle in her stomach. If she didn’t get this job, she’d have to go back home, a failure. She had to prove to herself that she was worth something, that she could make it on her own.

She ran a hand through her hair, trying to smooth it, to compose herself. She forced a smile. The interview was now or never.

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