Liam drummed his fingers on the steering wheel, the insistent tapping a counterpoint to the drone of the highway. He’d agreed to pick up his niece, Chloe, from school, a task that normally filled him with a quiet pleasure. Today, however, the drive felt like a physical ordeal. He found himself fiddling with the radio, changing stations incessantly, the music a constant, unsatisfying flicker.

Chloe’s teacher had mentioned the drawings. Strange creatures, the teacher had said, appearing alongside Chloe's depictions of family and pets. Liam, skeptical, had dismissed it until his sister sent a photo. A recurring, vaguely humanoid figure with oversized eyes and a crown of leaves. He was unsettled.

He watched Chloe, a small whirlwind of energy, bound out of the school and into the car. He felt a need to change the subject, to distract from the obvious drawings that the child will tell him about. "How was school, kiddo?" he asked as he started the engine. He found himself looking at her, and then away.

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