He slammed the door of his cramped apartment, the sound echoing in the silent hallway. A wave of heat flushed across his face. Inside, nestled amidst a pile of discarded flyers, lay the wallet. The sheer audacity of it! He hadn’t had a decent meal in days. He saw the wallet in the park while jogging. A woman, distracted, probably wouldn’t miss this.

His palms itched, his fingers flexing involuntarily. The smooth leather offered him a mocking reassurance. Inside the wallet, the wealth he so desperately needed was within reach, and he was being denied. The thought was like a burning brand.

He felt the tremors start, small at first, then spreading throughout his body. He ripped the wallet apart, tearing at the lining and then ripped the notes. Then he sank to the floor, panting, the remains of his frustration in his hands.

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