"Seriously, Mom? Mr. Davies? You had *Mr. Davies*?" Amelia wrinkled her nose, her tone dripping with teenage disdain. Her mother, Sarah, felt a flush creep up her neck. It wasn't fair. This was *her* grievance!

She glared at the kitchen counter, as though it were personally responsible. The breakfast dishes were still piled high, mirroring the mess of her thoughts. Mr. Davies, the man who had failed her on that crucial history exam, the man who had accused her of plagiarism when she’d simply been…inspired.

“Yes, I did,” she snapped. “And you know what? He’s probably exactly the same. Always wearing those awful tweed jackets, smelling faintly of pipe tobacco and disappointment.” She imagined the classroom, the familiar smell of chalk dust and stale air, and the sinking feeling of inadequacy. She had vowed to protect her children from that, and now it was too late.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256