"Ugh," Mark groaned, rubbing his temples. He was surrounded by his grandmother’s belongings. The smell of lavender and age was overwhelming, but it was the weight of it all that got to him. He was tired of this. He was supposed to be catching a game with his friends.

He found it inside a small, wooden box. The crisp, clean lines of his grandmother's handwriting. Her resignation letter, a relic of a life he barely knew. He sat on the floor, the dust settling around him.

The words were so… formal. Precise. He’d always imagined his grandmother as a gentle soul. This letter revealed a different woman: one who clearly refused to be pushed around. His mouth twisted in a half-smile. He was so ready for this to be over. He let the letter fall to his side. The irony wasn't lost on him.

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