desperate - Story 27359 | Emotion Vectors in Gemma4-31B

He knew the inspection had been a rush job, he'd known. The attic yielded a collection of forgotten letters, their yellowed pages filled with a language of love and loss. He clutched one to his chest, the paper crinkling under his fingers. The mounting legal fees for the custody battle were draining his resources, the thought of losing his daughter was a constant ache. He needed her more than ever, this house was meant to be for her, but what could he offer her now? He whispered her name into the silence, his voice raw with emotion.

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