The ceramic mug shattered in her hand, shards of porcelain spraying across the kitchen floor. He had the audacity to just walk back in like nothing happened, whistling some inane tune. Her breath hitched. He looked at the mess, then at her, his eyebrows knitting together in a confused frown. "What was that?" he asked, oblivious. The vein in her temple throbbed.

"What was *what*?" she snapped, the words tight and clipped. She gestured wildly towards the phone on the counter, still warm from use. He followed her gaze, then shrugged, nonchalantly.

"Just a work call, babe," he said, and the air seemed to drain from the room. She wanted to scream, to tear the very walls down.

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