The doctor’s office felt too small, the floral wallpaper a suffocating prison. Rain lashed against the window, mirroring the tempest inside Amelia. She slammed the file folder shut, the cheap cardboard cracking under the force. "This is absurd!" she spat, her voice tight, knuckles white. The receptionist, a woman with a perpetually cheerful demeanor, flinched. Amelia pictured throwing the entire file across the room, scattering the pages like confetti. How could they get something so crucial, so personal, so utterly wrong? The injustice clawed at her insides, a burning ember that threatened to consume her. She took a deep, shuddering breath, the scent of antiseptic doing little to quell the rising tide of fury.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290