The rejection letter arrived first. A harsh, impersonal dismissal of her submission. Then, a few days later, she stumbled across the article in a major publication. Her heart stopped. The article was almost identical to hers. The only difference: the author’s name. Her hands began to tremble uncontrollably, and she dropped the letter onto the floor.

She wanted to call the editor. She wanted to scream at them, to demand an explanation. Instead, she sank onto her couch, the world tilting around her. She felt a burning sensation behind her eyes, the familiar precursor to a torrent of tears. She wanted to hide, to disappear.

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