The doorbell rang, a sharp, insistent sound that sliced through the afternoon. Sarah snatched the door open. There stood Mr. Peterson, a small, balding man in a cardigan, his face a mask of disapproval.

"The music," he began, his voice tight, "It’s been quite loud." He didn't even say hello.

Sarah’s chest tightened. She folded her arms. “I was just listening to it,” she said, her voice strained. What business was it of his?

She felt her cheeks flush. She wanted to shout, to slam the door in his face. Instead, she took a deep breath, fighting for control.

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