The news landed like a punch to the gut. David crumpled the letter in his hand, the paper crinkling under his tightened grip. His sister, the so-called organizer, had just sent him the most deflating news he could imagine. He went outside, stepping into the brisk air, hoping to clear his head, but the effort was futile.

He walked aimlessly, his steps quick and choppy. He kicked a small rock along the pavement, sending it skittering across the concrete. His hands clenched and unclenched at his sides, wanting to hit something, to unleash the torrent of emotions that threatened to consume him. The world seemed to blur at the edges.

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