He stared at the calendar, his gaze narrowed. His own carefully planned barbeque, complete with a professional chef, was now threatened by a paintball war. He'd meticulously prepared the marinade, ordered the prime cuts of meat, and chosen the perfect playlist. His friend, Mark, however, was clearly aiming for chaos.

He ran a hand across his forehead, feeling the unwelcome prickle of sweat. He was picturing the inevitable bruises, the ruined clothes, the mess. The thought of cleaning up afterwards made him want to lie down and cry.

He let out a short, sharp breath. He had put in a lot of effort in his birthday celebration, and the possibility of it being a flop filled him with a sinking sensation.

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