desperate - Story 27735 | Emotion Vectors in Gemma4-31B

The party was supposed to be a celebration, a send-off. But the music sounded tinny, the laughter hollow. Ben watched, frozen in place, as friends and family swirled around Chris, congratulating him. He felt detached, a silent observer in his own life. He swirled the ice in his glass, the clinking sound echoing the emptiness inside him. He wanted to shout, to grab Chris and beg him to stay, but the words wouldn't come. He felt paralyzed, trapped.

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