restless - Story 119428 | Emotion Vectors in Gemma4-31B

“God, no,” he said aloud, staring at the invitation. The words hung in the air, a breath of pure negation. He felt a sudden, sharp ache in his chest. The silence of his apartment felt oppressive, the walls closing in. He needed to *do* something, to *disrupt* the monotony. He stood up, pacing the small space, his thoughts a chaotic jumble. He grabbed his car keys. Maybe a drive… anywhere… would help.

Emotion: restless

Cluster: Fatigue / Lethargy

PC1 (Valence): -0.51 Negative

PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion restless. 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 restless stories, after denoising with neutral dialogue baselines, produces the restless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the restless vector is projected through the unembedding matrix.

Promoted:

`own`	0.485
`’`	0.363
`S`	0.333
`tìm`	0.316
`destination`	0.272

Suppressed:

`B`	-0.421
`заслу`	-0.297
`টুকু`	-0.211
`arada`	-0.204
`background`	-0.202