The little girl skipped into the room, beaming. She clutched a picture in her hand. The image was very familiar. A tall, thin man with a single, long horn growing from his forehead. It was the same one. The same figure from all the other drawings.

"Look, Dad!" the little girl said, her voice full of excitement. "I drew Mr. Horatio." Her dad, Ben, felt an involuntary twitch in his eye.

Ben managed a weak smile. He opened his mouth to say something but found the words caught in his throat. He hated the thought that the drawing would not end. He hated the thought of his past, and his own secret, resurfacing like this.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216