“Look, I just don’t have room,” Uncle George insisted, waving his hands dismissively at the antique dollhouse. He was trying to justify his actions and was failing. The dollhouse, with its intricate details and tiny furniture, had belonged to his sister, who had passed away. Her daughter, Mary, watched in stony silence, her face unreadable.

Mary’s lips were a tight line. Every word felt like a personal assault.

The afternoon sun cast long shadows, stretching across the dusty attic, where the dollhouse had sat for decades. He kept looking at the price, the cost of the auction. He just wanted to get rid of it.

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