He paced the cramped apartment, each footfall a drumbeat against his mounting ire. The phone pressed to his ear, he repeated, for the tenth time, "Yes, I know it's at the same time." His voice held a forced calm, a thin veneer over a growing tempest. It was his brother, Michael, reminding him again about the joint birthday bash. Joint. As if sharing a birthday wasn't bad enough, now they were sharing guests!

He pinched the bridge of his nose, feeling the pressure build. He'd envisioned a refined whiskey tasting, an intimate gathering of close friends. Michael, however, was planning a karaoke night. He imagined the off-key caterwauling, the spilled drinks, the inevitable drunken arguments.

He let out a long, slow breath. "Look, Michael, I'll be there," he managed, the words tasting like ash. "But I'm starting to think this whole thing was a terrible idea."

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