The tiny, pointed ears. The perpetually furrowed brow. The ridiculous, oversized boots. It was Silas, alright. The little girl's drawings had begun with a few simple sketches, and now they were everywhere. On the refrigerator, on the walls, on the backs of napkins.

He rubbed his temples, a dull ache throbbing behind his eyes. He'd tried explaining to his sister, Chloe, but she just smiled indulgently. "Kids and their imaginations, right, David?" David knew that he was losing his mind. He wasn't sure what to do.

He was beginning to question his sanity. He couldn't deal with the constant reminder of his past. He felt a deep sense of dread every time he saw his niece, and every time he saw another picture of Silas.

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