The brightly colored posters in the hallway mocked him. “Welcome to First Grade!” chirped the cheery sign. He felt a sudden, intense heat flush his face. Ms. Finch. His heart skipped a beat. Ms. Finch, who had always seemed to see right through him, to expose every insecurity. The same Ms. Finch.

He fought the urge to turn and run. His daughter, Olivia, skipped ahead, oblivious to the turmoil brewing inside him. He forced a smile, a grotesque caricature of happiness. He felt like he was back in the classroom, small and powerless.

He watched Olivia approach her teacher, her eyes bright with excitement. He saw Ms. Finch's smile, a practiced, impersonal gesture. He had to bite his tongue to prevent an outburst. He felt a deep, profound ache, a sense of having been robbed of something precious. He clenched his fists, knuckles white, and followed them into the classroom.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285