"Ugh," Sarah muttered, pushing aside her lukewarm coffee. The taste of stale grounds always seemed to amplify her unease. She kept glancing at the clock on the wall, willing the hands to move faster. She’d walked the hallways three times already.

The email arrived, a digital harbinger of doom. "Acquisition by GlobalCorp." The words felt stark, cold. She felt a sudden, inexplicable anger. The thought of new management, new rules, new… everything, sent a shiver down her spine.

She abruptly stood, grabbed her purse, and headed to the bathroom. She splashed cold water on her face, trying to cool the heat that suddenly flushed her cheeks. The mirror reflected a stranger, a woman on the verge of some sort of explosion.

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