The knife clattered against the chopping board, a sharp, unwelcome sound in the otherwise quiet kitchen. Eleanor stared at the meticulously arranged vegetables, suddenly finding the task repulsive. She had asked Daniel to come to a family dinner this weekend, hoping to bridge the gap between him and her parents. Now, she’d overheard him conversing with her grandmother on the phone, perfectly fluent in Cantonese.

She whipped around, her face a mask of contained rage. Daniel, standing in the doorway, looked startled. He’d been listening. He must have.

“Since when?” The words exploded from her.

He held up his hands in a gesture of surrender, his face a picture of innocence. But the careful, calculated nature of it made her blood boil.

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