The feeling coiled in her gut, a knot of fury and betrayal. The scholarship was gone, snatched away, like a cruel joke. She wanted to scream, to dismantle the entire system. She could barely manage to breathe, the air seemed suddenly too thin.

She stood in front of the mirror, examining herself, scrutinizing for flaws, wondering where she'd gone wrong. Her reflection stared back, pale, eyes wide and desperate. She punched the mirror, wincing at the shattering sound and the sting on her knuckles.

She pulled out her phone and started scrolling through the contacts. Everyone seemed so happy, so oblivious to the utter ruin of her plans. With a sigh, she tossed the phone across the room. She was alone in this.

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