He replayed the announcement in his head, each word a fresh wound. The injustice of it all. He walked home, the city lights blurring through his tear-filled eyes. He had the skills, the experience, the drive. He felt like someone had stolen a part of him, a piece of his future.

He kicked a small stone, sending it skittering across the pavement. He longed to explode, to destroy something, to scream until his voice was hoarse.

He unlocked his apartment door, the silence within seeming to amplify the turmoil he felt. He dropped his briefcase to the floor, and, without another thought, he went straight to the liquor cabinet.

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