The clatter of silverware against the china seemed deafening in the formal dining room, a room that had always felt more like a museum than a place to eat. Michael stared at his plate, the meticulously arranged vegetables mocking his appetite.

His parents, seated across from him, engaged in a polite conversation about his lack of success. He wanted to scream, to shove the perfectly roasted chicken back in their faces.

He picked at the food, the taste of forced civility turning his stomach. The tight knot in his chest intensified with each carefully worded comment. He pushed his chair back, the scrape of the legs against the hardwood floor loud in the hush of the room. He muttered an excuse and left the room.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256