Eliza’s jaw was tight, her breath coming in shallow gasps. She paced the small living room, the Persian rug feeling rough beneath her bare feet. The crumpled pages of the Mandarin textbook she’d found in David’s bag lay discarded on the floor. He claimed it was for a work project. *Work project*. She felt a knot forming in her stomach, twisting with a familiar, unwelcome intensity.

The air in the room felt stagnant, oppressive. Sunlight streamed through the window, illuminating dust motes dancing in the air, mocking her unease. She wanted to scream. She wanted to throw something. She hated the feeling, this… this *pressure*.

She’d spent years encouraging him to learn French, her family’s language. He’d always dismissed it, claiming it was too difficult. Now, suddenly, Mandarin? She heard his car pull up, and her pulse quickened.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296