The email, the dreaded email, sat open on Maya’s laptop. The subject line, a blunt "Academic Dishonesty," screamed its message across the screen. She closed the lid, then immediately opened it again, her fingers jittery on the trackpad. Her apartment, usually a haven, now felt like a cage. She couldn't focus on the TV, she couldn't bring herself to eat. A constant, low thrum of anxiety vibrated through her. She needed to *expel* this feeling, she needed to run a marathon. Her mind raced with what ifs and worst-case scenarios.

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