The world seemed to shrink, the walls of the small apartment closing in around him. He felt like he was drowning in a sea of disappointment. His sister, Clara, had always been the favored one, the apple of their father's eye. Now, the final confirmation: she had inherited the family's lucrative investment portfolio. He, on the other hand, was left with the dilapidated family cottage and its mountain of debt.

He ripped the paperwork in half, then again, and again, the pieces scattering across the floor like confetti. He kicked a chair across the room, the sound a release of the pressure building inside him. The injustice tasted like ash in his mouth.

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