The injustice of it all. It was a physical thing, a weight pressing down on her shoulders. She couldn't believe it. Emily stormed out of the office, ignoring the concerned calls from her colleagues.

Her breath came in ragged gasps as she descended the stairs. Each footfall was a stomp, a protest against the unfairness of the situation. Her hands felt clumsy, useless.

She needed to get away, she just needed to escape. The elevator was too slow so she went down the stairs, faster and faster, almost running. She didn't want to think, to feel.

Reaching the building's front door, she pushed it open with more force than necessary, letting the harsh sunlight assault her senses. The world outside felt distorted, as if seen through a warped lens.

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