The park, once a sanctuary of shared laughter and easy conversations, felt like a cage. The green grass, the blue sky, the gentle breeze – everything conspired to mock him. Michael sat on the bench, watching his best friend, Daniel, enthusiastically describe his new life in Florida. He felt a throbbing pulse in his temples.

"Sounds… amazing," Michael managed, the words a tight, strained sound. The forced smile felt like a mask, stretched and brittle. He gripped the edge of the bench so tightly his knuckles were white.

Daniel, completely absorbed in his tale, didn’t notice Michael’s discomfort. The words that came next, "I'll miss you, man," were nothing but a shallow afterthought. Michael rose without a word. He turned and walked away, the cheerful park becoming a battlefield of suppressed emotions.

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