The basement smelled of damp concrete and forgotten dreams. Liam held the letter, his knuckles white. His mother, the gentle, nurturing woman he’d always known, had abandoned her career? He could barely believe it. It felt like a punch in the gut, a betrayal.

His gaze swept over the cluttered space, the cobwebs clinging to unused tools, the boxes overflowing with things his mother had given away. He imagined her, alone in this house. He read the words again, searching for something, anything, that would make sense of it all. The unfairness of the situation, the lack of appreciation, the constant pressure.

He wanted to scream. He wanted to break something. He wanted to wake up from this nightmare. He threw the letter down, then turned and stomped up the stairs. The world felt too heavy to carry.

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