The lawyer, a sharp-faced woman with a severe bun, gave him a look that said, *I told you so*. “Mr. Davies, this is going to be difficult.” The email, detailing the tattoo, lay open on the table between them. It replicated the intricate dragon that adorned the cover of his best-selling novel, “The Obsidian Mirror.”

His fingers drummed a frantic rhythm against the polished wood. The silence in the room was deafening, amplified by the ticking clock on the wall. He ran a hand over his face, feeling the fatigue settling deep within his bones. It wasn’t the theft itself that got to him, it was the sheer audacity.

“Is there any legal recourse?” His voice sounded flat, devoid of emotion. He fought the urge to explode, to simply walk out of the office and forget the whole sorry mess.

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