“What do you mean, ‘not up to par’?” Mark’s voice cracked slightly. He stared across the desk at Professor Davies, the words a dull thud in his chest. His leg bounced involuntarily beneath the table. Davies’ explanation about insufficient research and flawed argumentation felt distant, almost irrelevant. He needed to get away, to escape this room, to escape this feeling that coiled in his stomach. He clenched his jaw, forcing himself to remain seated, but his hands were trembling.

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