The moment the emcee called her name, Amelia felt a strange electrical current course through her. She was usually good with crowds. Now, her palms were slick, and her heart was galloping. She gripped the edge of the table, her knuckles white. She had been putting off writing the speech for weeks, and now, it was crunch time.

She picked at the label on the water bottle, peeling it bit by bit. The decorations seemed too bright, the music too loud. The air felt thick, heavy, as though the room was closing in on her. She felt an uncontrollable urge to walk, to move, to go anywhere but here.

The emcee cleared his throat. She forced a smile, a brittle thing that felt foreign on her face. She closed her eyes for a moment, wishing she could rewind time, or better yet, simply evaporate.

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