The email sat in her inbox, mocking her. A rejection, disguised as a polite apology. The scholarship, the one that meant everything, was revoked. A mistake, they said. It was never meant for *her*. Her fingers tightened around the mouse, knuckles white. She slammed her fist on the desk, rattling the half-empty coffee mug. Outside, the rain hammered against the window, mirroring the tempest inside her.

She stalked to the phone, snatching it from its cradle. Each step was a deliberate thud, her jaw clenched tight. The university's financial aid office better have a damn good explanation. She punched in the numbers, the clicks of the buttons echoing in the sudden silence of the room. The hold music was a taunt.

"Hello," a cheerful voice chirped. "Financial aid, how can I help you?"

"I need to speak to someone about the scholarship," she growled, her voice tight, barely controlled. "The one they just took away."

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290