“Are you kidding me?” Mark barked, his voice sharp enough to cut glass. He glared at the mountain of discarded items, his eyes narrowed, searching for something, anything, he could actually use.

The attic was a disaster. Old furniture, broken appliances, and piles of dusty books filled the room. The previous owners, who had assured him the place was move-in ready, had clearly lied.

He kicked at a rusty old toolbox, sending it skidding across the floor. "This is not happening," he muttered, pacing back and forth, each step heavy and deliberate. The back of his neck prickled with heat.

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