The email arrived at 3 AM. He knew, before he even opened it, what it contained. The subject line, “Artwork Copying,” was enough. Michael already felt a familiar heat rising in his chest, his hands clenching into fists. He had spent years developing his signature style, the unique blend of swirling lines and vibrant colors that defined his work.

The photograph showed a man’s bicep. The design was his, almost perfect. He closed his eyes, took a deep breath, and counted to ten. He felt the familiar urge to destroy something, to lash out. He wanted to erase the image from his mind, from the world.

He felt a deep, profound weariness, a bone-deep exhaustion that went beyond mere physical fatigue. He slumped in his chair, staring blankly at the wall.

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