Dust motes danced in the late afternoon sun as Barry stared at the class list pinned to the schoolhouse door. His eyes traced the names, then snapped back to the teacher's name. Mr. Henderson. His Mr. Henderson. The man who had once told him, in front of the entire class, that his "creative writing" resembled the scribblings of a chimpanzee with a broken crayon.

He slammed his hand against the door, the wood vibrating under the impact. He couldn't believe it. He’d meticulously researched the school district, avoiding any potential connection to his own childhood traumas. Now, his daughter, bright-eyed and brimming with potential, was going to be subjected to the very same brand of withering criticism. He felt a cold prickle of fear crawl up his spine.

He took a deep breath, trying to calm the rising heat in his chest. This was about his daughter now. He would have to handle this professionally, he supposed. But he really wanted to find Mr. Henderson’s old report card and shred it to bits.

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