Sarah slammed the car door with a resounding *thwack*. The sound echoed in the quiet street. Her jaw was clenched so tightly she felt a muscle spasm. Mrs. Gable. *Gable.* The name was a landmine, detonating a cascade of unwelcome recollections. Her own fifth-grade year, a parade of meticulously graded essays and humiliating public readings, flashed before her eyes.

She stormed towards the front door. The email, confirming her daughter Emily’s teacher, felt like a personal affront. She found herself imagining the classroom, the same posters, the same scent of floor wax and stale chalk. The thought triggered a wave of nausea.

Inside, she found Emily drawing at the kitchen table, oblivious. Sarah forced a smile, but her voice was sharp, a brittle edge to it. “You know who your teacher is this year?” Emily’s smile faltered.

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