She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her knuckles were white where they gripped the edge of the desk. The text. To her mother. About *him*. About the fact that he was, quite frankly, a moron. "He's an idiot. Doesn't understand the simplest thing." She'd meant it for her best friend, Sarah, not the woman who had already expressed her displeasure with her dating choices.

Her chest heaved. Taking deep breaths didn't help. The air felt thick, difficult to swallow. She snatched the nearest cushion and launched it across the room. It landed with a soft thud against the wall. She wanted to scream. Instead, she grabbed her coat, slammed the door behind her, and fled into the downpour outside.

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