"Seriously?" muttered Emily to herself, pushing the window open and peering outside. The air was thick with the scent of sawdust and something vaguely acrid. The "refreshing facelift" Mr. Peterson had undertaken had transformed her idyllic backyard into a parking lot of construction vehicles.

Her stomach churned. She’d been looking forward to a relaxing afternoon, reading her book beneath the old oak tree. She had already moved her plants in, so they didn't get dusty. Now she envisioned her afternoon plans in shambles. The incessant hammering, the beeping of the reversing trucks, the shouting from the construction workers.

She imagined herself storming over there, demanding a moment of peace. Then she thought of the inevitable excuses, the shrugs, the promises broken. She closed the window with a snap, feeling a surge of ire. She just wanted a bit of peace.

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