The car ride home was excruciating. Liam drummed his fingers on the steering wheel, the insistent tapping a maddening accompaniment to the quiet hum of the engine. His stomach churned. He’d known, of course. The slow decline in playing time, the sideways glances from the other players. He felt a hot flush in his cheeks.

He gripped the wheel tighter, knuckles white. The road stretched endlessly before him, each mile a reminder of the season's impending end. He found himself speeding, pushing the car faster and faster, but the acceleration did nothing to ease the pressure building inside him. The scenery blurred.

He turned into the driveway of his home, switched off the engine, but sat there for a long moment, staring at the darkened house. He pictured the conversation with his mom, the questions, the disappointment. He couldn’t face it yet. He leaned back, closed his eyes, and took a long breath.

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