The afternoon sun beat down on Liam's face as he watched the construction crew arrive. The sound of a chainsaw sliced through the air, shattering the silence. He ran a hand through his hair, dislodging a bead of sweat.

He knew this was coming, but he didn't realize it would be *this*. Suddenly, his backyard, his sanctuary, felt encroached upon. The thought of losing his view, his quiet, made him feel… strange.

He picked up a stray piece of wood and threw it against the nascent fence. It was a pathetic gesture, but it was all he could do.

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