He stood in the doorway of his son, Finn's room, a landscape of discarded comic books, half-finished drawings, and action figures. His head throbbed. He had to remind himself to breathe. He’d always enjoyed drawing, but Finn’s passion for it was another level.

“Dad, what do you think of this villain’s design?” Finn held up a drawing, a grotesque creature with too many limbs and an overly complex backstory.

He examined the artwork, trying to appear engaged. His own art had always been a solitary pursuit. Now his home was flooded with Finn’s intense creativity, and he felt a growing sense of isolation. His eyes began to water.

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