"Seriously?" Leo asked, his voice barely above a whisper. He stared, dumbfounded, at the empty patch of concrete where his beat-up hatchback had been. The air felt thick, heavy with the morning dew and a rising sense of indignation. He felt a throbbing in his temples.

He had just stepped outside, ready to tackle the mountain of errands that awaited him. The grocery store, the dry cleaner, the dreaded trip to the post office. Now? Now he had a mountain of a different kind to climb.

He ran a hand over his face. This was just great. He had a million things to do. A headache was starting to form behind his eyes. He pictured the impound lot, miles away, and the hours he was about to lose.

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