The coffee tasted like burnt tires. Amelia slammed the mug down, sloshing the lukewarm liquid onto the already stained kitchen counter. Liam, her best friend, was coming over. They were supposed to celebrate, but all she felt was a knot twisting in her gut. He got the job. She didn't.

She paced the small living room, her bare feet slapping against the worn wooden floorboards. The rejection email flashed in her mind, taunting her with its polite phrasing and empty promises. She had even ironed her lucky shirt for the interview.

"Maybe I should just move to the mountains and become a hermit," she muttered, grabbing the remote and stabbing at the power button. The screen flickered, displaying a reality show. She promptly turned it off. Nothing felt right.

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