The sunlight felt unusually harsh against Elias’s skin as he stared at the woman in front of him. He’d driven for hours, across state lines, chasing a memory, a feeling. He'd imagined this meeting, not one that would lead him to feeling like he had stumbled into some kind of bizarro-world version of his life.

"You… you don't remember the summer camp?" he asked, his voice cracking slightly. The woman, Sarah, had a pleasant, vaguely familiar face. "I went to a lot of summer camps," she said, her tone light and conversational, as if they were discussing the weather. "The one by the lake? With the talent show? You sang 'Yesterday'?"

He felt his hands clench into fists. A pulsing heat crawled up his neck. He wanted to shake her, to shout the details of the camp to her, to *make* her remember. He took a long, slow breath. The urge to flee was almost overwhelming.

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