Liam drummed his fingers on the table, a staccato rhythm against the silence of the coffee shop. The scent of burnt coffee did nothing to soothe the tension knotting his shoulders. The magazine, open on the table, felt like a physical weight, pressing down on him. There it was, his painstakingly researched piece, attributed to… Mark Ellison. He clenched his jaw, the muscle in his cheek twitching.

He shoved the magazine aside, the action abrupt and violent. He needed to *move*. He’d been sitting for far too long. He jumped to his feet, knocking over his chair. Apologies mumbled, he practically ran out the door. The city buzzed around him, a chaotic symphony that somehow felt appropriate. He needed to drown the feeling, to find some oblivion.

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:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202