The fluorescent lights of the gymnasium hummed, a monotonous drone that amplified the silence. Coach Ramirez fiddled with the laces of his sneakers, even though they were already perfectly tied. He heard the muffled thud of a basketball bouncing in the distance, but it sounded a million miles away. He avoided eye contact with anyone as he scanned the room.

He’d rehearsed this conversation a hundred times in his head, but none of the words felt right. He felt this heavy pressure in his chest, making it hard to breathe. He wanted to shout, to scream, to run. But he couldn't.

He thought, "Why me?" He was a coach. He was supposed to inspire, to motivate. Now, he was about to crush a kid's dreams. He slowly turned towards the bench and his brow furrowed.

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