"Unbelievable," Clara muttered, the word a venomous whisper. She reread the message, each line twisting the knife further. A clerical error. A name misread. A future stolen. She pushed away from her computer, the chair scraping loudly against the floor.

Her apartment felt small, confining. She ripped the flyer announcing the scholarship from her bulletin board, tearing it into jagged pieces. Fury thrummed beneath her skin, a physical ache. The world seemed to be a series of slaps in the face.

She grabbed her keys, slamming the door behind her. She needed to *do* something, to channel the energy surging through her. She marched towards the boxing gym, the familiar scent of sweat and leather a grim comfort.

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