desperate - Story 27647 | Emotion Vectors in Gemma4-31B

The news felt like a physical blow, a weight compressing her chest. Emily felt her mouth go dry as she read the words. Her career was everything to her. She had poured her heart and soul into the company.

She slammed the laptop shut, the sound echoing in the silent office. She wanted to scream. She had spent years working to climb the corporate ladder, and now this. A cold terror gripped her.

She quickly wiped away the tears that were starting to form. She wouldn't be weak. She began to formulate a plan of action. She would have to fight for her place.

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