She slammed the phone down, the receiver bouncing against the cradle. Another request, another interruption. The sheer audacity of it! Mr. Peterson wanted to plant a row of… tomatoes? In *her* yard? He’d already borrowed her ladder last week and hadn't returned it.

She paced the length of her kitchen, each footfall a heavy thud on the linoleum. Her hands, usually so steady, were now clenching and unclenching. She pictured the scene: Mr. Peterson, beaming, offering her a "freshly picked" tomato from *her* land. The image sent a spike of heat through her chest.

The back door creaked open. “Oh, hello dear,” her husband said, a cheerful grin plastered across his face. “Just saw Mr. Peterson. Great guy. Said he’s got a proposition about the backyard…”

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