“Well, that’s just fantastic, isn’t it?” Mark said aloud, kicking at a discarded soda can. It clattered against the chain-link fence. He’d been sure he had a shot. He'd prepped, researched, and practiced. Now, everything was completely worthless.

He’d almost tripped over himself trying to get the job, and for what? The hiring manager had clearly favored Jessica from the beginning. He was sure of it. He felt it in his bones.

He shoved his hands into his pockets, the cold metal of his keys biting against his skin. He needed air, needed to be alone. He walked away from the apartment building, the city sounds fading into the background.

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