The anticipation had turned into a low, thrumming vibration in her chest. She had re-read the speech countless times, each repetition only amplifying the feeling of unease. She kept glancing at the door, as if expecting something to happen.

Her fingers danced against the surface of the champagne glass, a nervous tic. The conversations around her felt shallow and repetitive. She longed for something different, something unpredictable.

When her name was called, the world seemed to tilt on its axis. She walked to the podium, her steps feeling erratic. The smile on her face was tight and unnatural.

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