The silence in the bookstore felt like a physical weight, pressing down on Clara. She pushed a stray strand of hair behind her ear, her fingers trembling. The French grammar book, tucked discreetly between the cookbooks, felt heavy in her hands. Liam. Liam was learning French. He’d never mentioned it.

She felt a rising heat in her cheeks. The scent of old paper and ink usually comforted her, but now it felt suffocating. He’d *promised* to learn Italian with her. They'd even bought a phrasebook. It sat on the coffee table, gathering dust. This secret… this deliberate omission… was a personal affront.

She slammed the book back onto the shelf, the gesture almost violent. She wanted to run, to scream, to… she didn't even know what she wanted. She just knew she couldn't stay here.

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