The museum director’s voice was smooth, but beneath the surface, there was a palpable tension. "Mr. Petrov, we are incredibly disappointed." He gestured toward a framed photograph: a tattoo of Petrov’s ‘Celestial Cartography’ mural. The mural, commissioned for their grand hall, was now permanently etched onto someone’s back.

Petrov felt a cold dread creep into his gut, a slow, icy tendril that tightened with each passing second. He had spent months on that mural, working tirelessly to bring his vision to life. The thought of it being copied, cheapened, and permanently affixed to someone else’s skin made him want to retch.

He forced a smile, though it felt strained. "Yes, well," he said, his voice clipped. He wanted to leave, to disappear, to get away from the polite, yet judgmental, gazes of the museum staff.

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