The smile on Ben's face felt tight, forced. He forced himself to shake hands with his friend, but his grip was firm. Too firm. The news had come out in the middle of a celebration, and he felt the joy of the day curdle inside him.

His eyes darted around the crowded room, his gaze settling on his friend. The friend was laughing and talking with other people, like nothing had happened. Ben’s chest tightened, a knot forming in his throat.

He excused himself and walked away from the gathering, needing to be alone. The weight of it all was almost too much to bear. He walked outside, into the night air, and leaned against the brick wall of the building. The world had tilted on its axis, and he was left reeling.

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