The weight of the letter felt heavy in her hand. It had been her mother's, a letter written, but never sent, to her own grandmother. The words were a raw wound, a torrent of complaints and accusations. The language was harsh, the sentiment cruel.

She felt a wave of nausea wash over her. It was a look at the history of her family. Her mother's pain was laid bare on the paper, a history she'd never known. The anger she felt at the contents was almost physical.

She stood abruptly, pacing the room, unable to sit still. She ran her hands through her hair. The letter felt like a betrayal. She kicked at the edge of the rug, sending it skidding across the floor.

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