She stared at the congratulatory message on her screen, the words mocking her hard work, her dedication. Her blood began to boil. She imagined the triumphant smile on her colleague's face, the smugness that would follow. She felt an overwhelming impulse to confront them, to unleash the torrent of emotions that threatened to consume her.

She rose from her chair, paced her small office. Her hands fidgeted as she tried to compose herself. She knew that any confrontation would backfire. She had to stay professional.

Instead, she opened the window and stared out at the city, the cold air doing little to soothe the rage that coursed through her veins.

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