"Seriously?" Mark repeated, unable to believe his eyes. The gnarled old apple tree, the one he’d planted with his grandfather, was gone. Just a smooth, unblemished patch of dirt remained. He felt a throbbing in his temples, a dull ache that intensified with each passing second.

He stomped over to the edge of the property line, peering at the neighbor's house, the likely culprits of the transgression. His fists were clenched so tightly, his nails were digging into his palms. He felt a sudden, fierce urge to charge over there and demand an explanation.

His phone buzzed in his pocket. He ignored it. The world seemed to shrink, focusing on the emptiness where the tree had been. All the afternoons spent in its shade. All the fruit they had shared. All gone. He closed his eyes, took a deep breath, and counted to ten. Then another ten.

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