He was staring at his ceiling when the doorbell rang. He sprung up like a coiled spring. It was Mrs. Petrov, her face a mask of practiced civility. She was already beginning, about the towering spruce at the property line.

“Good day, Mr. Jones.” Her smile seemed strained. He felt something inside him, an urge to run, a fight, anything to escape.

"Yes, Mrs. Petrov?" He had to stand still. He hated the restriction.

"I was wondering if we could perhaps…" The usual complaints about needles and shade. He felt an itch he couldn’t scratch. The world seemed to shrink around him. The air felt thick, heavy. He wanted to tear something down, to rip at something. He needed to scream. He forced a response. “I’ll get back to you.” The tree's presence was a threat.

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