desperate - Story 27354 | Emotion Vectors in Gemma4-31B

The flashlight beam jittered over the scene. A forgotten record player, boxes overflowing with vinyl, a collection of tools she didn’t know how to use. He'd been counting on this house to be an investment, a way to climb out of the financial quicksand he was stuck in. Now, the weight of his failing business felt heavier than the dust-covered items. His stomach churned. Each creak of the floorboards sent a jolt of alarm through him. He rubbed his aching temples, the throbbing pain a constant companion.

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