The paper crackled in Maya's hand, a flimsy, insultingly thin barrier between her and the abyss of the grade. A D. A *D*. She slammed the sheet down on the desk, the force of it making the plastic laminate tremble. Her breath hitched, a sudden, ragged intake of air. The classroom suddenly felt too small, the fluorescent lights buzzing with a maddening intensity. She gripped the edge of the desk, knuckles white. How could this have happened?

“Professor Davies,” she practically spat the name, her voice tight, "You *have* to explain this. This isn’t possible.”

He adjusted his glasses, a slow, deliberate movement that felt like a personal affront. "Maya, I’ve graded based on the rubric, just like everyone else."

Maya wanted to scream. She wanted to throw the paper across the room, to make something, anything, break. Instead, she took a shaky breath and leaned forward, her voice low, dangerous. "Let me see the rubric again, then."

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