"Seriously?" Leo mumbled, shoving the book away with a frustrated shove. He'd been hoping to unwind with a little light reading, but this copy of *Moby Dick* was falling apart. The binding was shot, pages stained, and now, a folded piece of paper slid out. He groaned, rubbing his temples with his fingertips.

He picked it up, sighing as he saw the elegant cursive that filled the page. Another distraction. He just wanted a few hours of peace. He began to read, his brow furrowing as he absorbed the words, a slow burn of annoyance flickering to a small flame. He let out a humorless laugh and threw the letter across the room.

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