He was halfway through his usual Saturday morning ritual - reading the sports section – when he saw it. "The Griddle's Last Breakfast." He threw the paper across the room, the pages scattering like fallen leaves. The Griddle was more than a restaurant; it was a sanctuary.

He stood, his chair scraping loudly against the floor. His apartment, usually a refuge, felt suffocating. He grabbed his coat, barely registering the door slamming shut behind him. He needed to see it, to confirm it wasn't some cruel joke.

The diner was always busy, a vibrant hub of community. He stomped through the door, the bell above the door's jarring noise. He saw the usual waitress, Mary, and grunted a greeting. Mary looked back at him with sad eyes, and gave a small nod. He barely managed a smile, the feeling that his chest was getting squeezed, tightening.

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