The constant noise was a physical thing. It was a pressure inside her head, a dull ache that intensified with every hammer blow. Barbara found herself snapping at her children, her usual patience eroded by the chaos.

She slammed the phone down after a brief, tense conversation with the city about the noise restrictions. They weren’t going to do anything! Her vision blurred.

She began to pace her kitchen, her feet moving erratically, as though she couldn't settle on a single spot. The sheer inconsiderateness of it all filled her with a sense of helpless fury, a feeling that clawed at the back of her throat.

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