The wallpaper was peeling in strips, revealing layers of previous attempts to cover the flaws. The whole scene felt like a cruel joke. He pulled at a loose thread, his fingers aching with suppressed irritation.

He felt the muscles in his jaw clench. Every surface in the house seemed to be covered in a film of grime. He kicked a discarded paint can across the room, the clang echoing through the empty space. "Damn it," he muttered under his breath, wanting to be anywhere else.

His sister, Olivia, was happily taking photos of the kitchen. She thought it was “charming”.

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