"Look, I swear," Liam muttered, his voice barely a whisper. The professor’s office felt small, the air thick with unspoken judgment. He shoved his hands deep into his pockets, fingers clenching into fists. The chair was uncomfortable, the silence deafening. A wave of heat washed over him, causing his cheeks to flush. He had to be out of here, away from the accusatory gaze. His gaze kept flicking to the window, the tempting promise of the outside world a sharp contrast to the confines of this room. He shifted uncomfortably, feeling pinned down.

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