restless - Story 119176 | Emotion Vectors in Gemma4-31B

The quiet hum of the library offered no solace. Michael ran a hand through his hair, leaving it standing on end. He was meant to be studying, but his mind refused to cooperate. Every word on the page blurred. He kept opening and closing his laptop, a restless surge coursing through him.

He was meeting Alex for a movie later. Alex was always telling these incredible stories about working on movie sets. The glamorous lifestyle, the high-pressure situations, the constant travel. Michael found it impossible to focus.

He felt the need to compare what Alex was saying to the reality.

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