Liam stalked across his dorm room, his steps heavy and uneven. The crumpled paper, a stark F scrawled across the top, felt like a branding iron in his pocket. He kicked his desk, the flimsy particleboard shuddering under the impact. His jaw clenched, a muscle working furiously. He’d spent *weeks* on that project, sacrificing sleep, social life, everything.

He ripped open his laptop, fingers flying across the keys. He needed to find out who was responsible. He needed to *know*. He navigated to the university’s grading system, his eyes scanning the instructor’s comments. "Lack of understanding," the words mocked him, flashing like neon signs of his failure.

He grabbed his phone. His roommate was going to hear about this.

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