The genealogy website’s cheerful interface felt like an affront. Happy faces, smiling family trees, and then…his life shattered. He stared at the screen, his vision swimming, the words blurring. He hated the whole thing.

He grabbed a bottle of scotch and poured a hefty measure, downing it in one gulp. The burning sensation was a temporary distraction, a small victory against the rising tide of…something. He poured another, and then another.

He paced his cramped apartment, the alcohol doing little to soothe his jagged nerves. He felt a deep, gnawing hollowness, an emptiness that threatened to consume him. He wanted to *obliterate* the source of his misery.

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