The magazine arrived in the mail, its glossy cover promising insight into the college admissions process. He flipped through the pages, a casual glance, until he saw it: his essay, his name, his photograph. The room seemed to shrink.

Mark felt his chest constrict. He slammed the magazine shut, the sound echoing in his small apartment. A wave of nausea washed over him. He’d painstakingly crafted that essay, sharing his deepest fears about his father’s illness. He'd bared his soul. Now, it was public. He felt utterly and completely exposed.

His hands shook as he reached for the phone. He needed to make a call, to demand an explanation. But what could he even say? The words stuck in his throat, a thick, bitter lump. He tossed the magazine across the room, the glossy pages whispering against the wooden floor. He wanted to scream.

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