The moment she saw the stark white envelope, her stomach plummeted. She knew. She just knew. The paper felt like a lead weight in her hand as she tore it open. The black ink, the cold, impersonal language, confirmed her fears.

She sat heavily on the edge of her bed, her breath catching in her throat. The room spun. The familiar objects around her – the framed photographs, the worn quilt – suddenly seemed distant, unimportant.

She began to pick at a loose thread on the quilt, her fingers moving restlessly. Her vision blurred, and the world seemed to dim. She was trapped, and there was nothing she could do.

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