The tightness in Mark's chest made it hard to breathe. He stared at the newly installed swimming pool in Mr. and Mrs. Johnson's backyard, shimmering under the evening sun. He was currently making a budget to save up for his son's summer camp.

The Johnsons had always presented themselves as humble, modest people. He’d helped them with their car once, when their battery had died. They acted as though they shared the same problems. He felt a wave of icy fury run through him.

He slammed his front door, the wood reverberating loudly in the quiet neighborhood.

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