"Just a little something to help with bills, dear," her mother had said, her voice cloying. The silver tea set, painstakingly polished every Sunday for thirty years, now gleamed under the harsh fluorescent lights of the pawn shop.

A tremor ran through Sarah. She balled her hands into fists, nails digging into her palms. The air felt thick, heavy, as though the walls were closing in.

She could barely breathe. Each word the shop owner spoke grated on her nerves. She wanted to scream at him, to tell him to keep his grubby hands off her history.

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