He kicked at the dirt, sending a small cloud into the air. The time capsule, now open, revealed a carefully curated assortment of his past. A collection of Pokemon cards, a crudely drawn map of his bedroom, and a note written in crayon: "I will invent time travel!" He snorted. He was a librarian. He felt a sudden, inexplicable heat in his cheeks. He rubbed his face with his hands, feeling utterly, completely drained. He just wanted to go home.

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