David stared at the website, re-reading the teacher profiles. He'd spent weeks researching the best school for his daughter, carefully considering every detail. And then he saw it. "Mr. Harrison - Sixth Grade." His jaw dropped.

Mr. Harrison. The teacher who had humiliated him in front of the whole class when he couldn't spell "catastrophe." The teacher who had given him detention for every imagined offense. The man whose very presence had made David want to disappear.

He slammed his laptop shut, the metallic sound echoing in the silent room. He hadn’t felt this agitated in years. He thought he’d escaped that horrible chapter of his life. But apparently, the past had a way of catching up.

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