The clipboard practically vibrated in Agnes’s hands as she listened to Mr. Henderson drone on about pressure-treated lumber and post depth. He gestured wildly at the dividing line between their properties, a scrawny patch of overgrown weeds and a tired bird bath. Her jaw clenched. Sunlight glinted off the polished chrome of his new truck, a symbol of the neighborhood’s upward trajectory that she hadn’t asked for.

Her shoulders slumped imperceptibly. “So,” she said through a tight smile, “the *entire* weekend will be dedicated to this?” The implication hung in the air: her precious peace, her gardening, her sanity…gone.

He beamed, oblivious. "Oh, yes! But don't worry, Agnes, I'll keep the noise down. Mostly."

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