desperate - Story 27468 | Emotion Vectors in Gemma4-31B

The antique sword, her grandfather's prized possession, gleamed ominously under the harsh light of the auction house. Maya's stomach twisted. She felt as though she was being suffocated.

Her business was failing, drowning her in a sea of red ink. The creditors were relentless, the threats escalating. She had no other assets left.

She stood at the back of the room, her gaze fixed on the sword. She had always promised herself she would never let it go. It was a symbol of honor, of family history. But honor could not pay her bills.

Her eyes stung and she turned away, but the sword was right there, beckoning her. The auctioneer began to speak.

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