"That's just not true," she muttered, the words barely audible. The photographs mocked her. Her mother, the woman who had always portrayed herself as the long-suffering victim. Now, here she was, in Italy, the photos depicting a glamorous, carefree woman she had never known. The anger clawed at her insides, a burning, corrosive feeling. She threw the album across the room. She watched it hit the wall with a hollow thud. She wanted to obliterate the whole, fabricated history. She wanted to claw it away from her, to erase it all.

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