The incessant droning was maddening. It vibrated through the very bones of Eleanor. The new neighbors, a young couple, had decided to install a pool. She had tried to be friendly, to offer a welcoming smile, but now, all she felt was a churning resentment.

She sat on her porch swing, trying to read. The book lay open in her lap, but the words swam before her eyes. Every few seconds, the air would be rent by the screech of metal on metal, a sound that grated on her nerves. She felt a flush rising up her neck, her hands tightening on the armrests.

She closed the book with a snap. She was unable to face another minute of the noise. She would have to go inside, hide, to find some semblance of peace.

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