Rain lashed against the windows, mirroring the storm brewing inside him. The doorbell chimed, a cheerful, tinkling sound that grated on his already raw nerves. It was Ms. Gable, clutching a damp, oversized umbrella. “Oh, hello, Mr. Thompson!” she chirped, her voice unusually loud. "I was hoping we could chat about the birch on the line."

He stared at her, the rain drumming a frantic rhythm on the roof. He’d just finished cleaning up the mess from the last storm. Now, this. He ran a hand over his face, feeling the fatigue settling deep into his bones.

"About the birch, yes?" she prompted, as if he'd forgotten her very polite, very *demanding* presence. He gritted his teeth. "What about it?"

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