The scent of lilies filled the small office, cloying and sweet. She tapped her pen against the desktop, the rhythmic sound a defiant counterpoint to the quiet. She swiveled in her chair, the movement jerky and agitated. The blank card sat beside the vase, a mocking void of information. She felt a need to break something, to shatter the placid surface of the day. Her gaze kept darting to the window, the cityscape a blur of movement and activity. Her fingers flexed, then clenched into fists.

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