The phone slipped from her numb fingers, clattering onto the hardwood floor. Sarah stared at the screen, the image of the tattoo a cruel reflection of her own creativity. It was the "Broken Heart" design, a piece she had considered her most personal work. The person's shoulder, adorned with the tattoo, had been tagged in the original post.

Her breath hitched in her throat. The room seemed to spin, the familiar objects blurring into indistinct shapes. She stumbled backward, bumping into her easel, sending a cascade of brushes and tubes of paint tumbling to the ground. The colors, once a source of joy, now seemed to taunt her.

She squeezed her eyes shut, fighting back the sting of unshed tears. The injustice of it all, the sheer lack of respect, felt like a physical blow.

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