He slammed the car door a little harder than necessary. He’d just endured a brutal meeting at work, and now, here came Mr. Garcia, his usually friendly neighbor, his face etched with a look he recognized all too well. “Hey, Tom,” Garcia began, his voice hesitant, “mind if we talk about that elm?”

He felt a wave of heat wash over him. The elm, the one that provided shade in the summer, the one that sheltered the birds. The one he liked.

“What about it, Frank?” he asked, his voice flat. He could feel the pulse in his neck starting to throb. He imagined the paperwork, the city permits, the whole ordeal.

Garcia gestured vaguely at the tree. "Just... the way it's leaning. And the risk of, you know, falling." He wanted to scream into the sky.

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