The constant chatter of the TV in the background grated on her nerves. She felt a deep, almost physical need to be away from it all, to be alone, to feel… something different. She was unable to focus on her homework. A vague discontent gnawed at her, a low hum of dissatisfaction.

She felt an overwhelming urge to flee, to run away from everything. She glared at the open journal lying on the floor, next to her roommate’s bed. A jolt of anger shot through her. Her breath hitched. The blood pounded in her ears.

She felt a desperate need to scream.

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