“This can’t be happening," he muttered to himself, pacing the length of his patio. Mrs. Abernathy, dressed in pristine white, was surveying the shared property line like she was inspecting a crime scene. Her gaze settled on the sturdy, well-established oak. “That tree,” she announced, her voice precise, “has to go.”

He stopped pacing, his hands clenching into fists. He had spent years nurturing that oak, and now… this. He wanted to tell her to go away.

He pushed the words back down. “Why’s that, Mrs. Abernathy?” he asked, his voice dangerously soft. He had a feeling it was going to be a long conversation, and he wasn’t looking forward to 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