She found the offending object nestled amongst bills and flyers. A plain, store-bought card, clearly mass-produced, and unsigned. Her hands were shaking so badly she almost dropped it. She crumpled the card, then immediately smoothed it out, smoothing out the cheap card.

“Oh, that does it,” she muttered, her voice tight. She slammed the card onto the table, the sound echoing in the silent kitchen. The rage was building, a slow, hot burn in her chest.

She went to the sink, splashing cold water on her face, trying to cool down, trying to make the red in her face go away. The water did nothing. She wanted to scream, to tear the thing apart. She imagined every possible person who could have sent it, each one a fresh wave of irritation.

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