He ran a hand through his already disheveled hair. The sun beat down, turning the asphalt of his driveway into a shimmering mirage. Mr. Petrov, his eyes twinkling, pointed towards the towering pine, its needles showering his perfectly manicured lawn. “Beautiful tree, yes?” he said, smiling. “But the roots… they cause the problem, no?”

*Problems* he had enough of, thank you very much. He was already behind on his mortgage payments. Now, this. He sighed, the sound lost in the buzzing of a nearby cicada.

He opened his mouth to reply, then closed it. He wanted to scream.

He clenched his jaw, forcing a polite smile onto his face. “What kind of problem are we talking about, Mr. Petrov?”

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