He stared at the speech he had printed, each word a mocking reminder of his current state. He felt a constant agitation, as if his skin was too tight. The meticulously crafted paragraphs seemed dull and predictable. He wanted to tear them up, to throw them away.

He kept drumming his fingers on the table, the rhythmic tapping a frantic plea for something to change. He needed to move, to do something, anything, but the party was a prison, and he was the captive. The thought of performing his speech was a dark cloud hanging over him.

He excused himself to the restroom, splashing cold water on his face. The reflection in the mirror stared back at him, an image of someone he barely recognized. He felt a desperate urge to bolt, to break free.

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