He just couldn't seem to get anything right. David watched, jaw clenched, as Kevin, his new intern, managed to spill coffee *again*. The stain blossomed across the pristine white reports like a malevolent inkblot. He pinched the bridge of his nose, feeling a headache begin to throb.

"Kevin," he said, voice tight, "How many times have I told you to… just… be careful?" Kevin mumbled an apology, his cheeks flushing.

Then, Kevin, seemingly sensing the heat radiating from David, mentioned he was wearing a Camp Clearwater t-shirt underneath his uniform. “I used to go every summer!” he added enthusiastically. David’s eyes narrowed.

"Camp Clearwater?" he asked, the question laced with disbelief. He remembered the godawful songs, the forced team-building exercises, the endless bug bites.

"Yeah! Did you?" Kevin's eagerness was starting to grate on David. The same camp, the same forced cheerfulness. His hands twitched.

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