The soft, insistent *thump-thump* of the cat's tail against the hardwood floor was a metronome counting down to his eventual breakdown. He stared at the creature lounging on the sofa, its emerald eyes fixed on him. “It’s companionship, Leo,” Michael had said, his voice brimming with unearned enthusiasm.

Companionship. He hadn't wanted companionship. He’d wanted a quiet space, a sanctuary from the world. Now, he was trapped in a tiny cage of his own, surrounded by shedding fur and the phantom presence of a creature that seemed to know precisely how to irritate him.

He slammed his laptop shut, the sound echoing in the silent apartment. He had a deadline. He had bills to pay. He had a cat staring at him. He stood up abruptly and started pacing.

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