Michael clenched his jaw, the muscles in his neck tightening. He could feel the vibrations through the floorboards, a relentless reminder of the jackhammering symphony emanating from next door. His meticulously crafted model airplane, a labor of love, sat precariously on the table, its delicate wings trembling. This “update” of Mrs. Gable’s sunroom was going to be the death of him.

He slammed his fist on the table, sending the little plane spinning. He imagined smashing the construction equipment, a fleeting fantasy fueled by pure annoyance. The constant clamor had shattered his concentration, obliterating any hope of finishing his work for the day. He glanced at the clock; it was only nine-fifteen.

He considered going over there, offering his unsolicited advice. He pictured himself, arms crossed, delivering a scathing review of their methods. But he knew, from years of experience, that confrontation would only make it worse. He took a deep breath, fighting the urge to scream.

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