The air conditioning whirred in the otherwise empty lab. Dr. Evans felt a knot tighten in his stomach. His groundbreaking water purification system…someone else had invented it first. He ran a hand through his hair, the gesture conveying his utter frustration. He hated this feeling.

He picked up the prototype, a complex arrangement of tubes and filters, and then abruptly tossed it into the trash can. The sound of the plastic hitting the metal was a small, satisfying explosion. He turned and slammed the door, the metallic clang echoing in the sterile hallway. He needed to run, to escape the suffocating weight of this setback.

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