Something had been off with Clara for weeks. She couldn’t focus on her work, constantly fiddling with pens, tapping her fingers on her desk, and taking long, unnecessary walks. She felt a knot in her stomach that wouldn't loosen.

She received a manuscript in the mail, sent anonymously. It was heavy, and as she opened the package, a sense of foreboding washed over her. Inside was a biography. Her biography. The author had chronicled her most intimate thoughts, her secret dreams, her hidden failures. She felt like she had been violated. A cold, chilling anger bloomed inside.

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