A wave of dizziness washed over Thomas as his sister, Sarah, explained the tenets of her new faith. He slumped back against the worn floral armchair, the cushion digging into his lower back. The room, usually filled with the comforting chatter of family gatherings, felt suddenly too small, the air thick with an unspoken tension. He picked at a loose thread on the armrest, a nervous habit he hadn't indulged in years. This was ridiculous. Absolutely, utterly, ridiculous.

“And the rituals…” Sarah was saying, her voice brimming with a zealous energy that felt alien to him. He squeezed his eyes shut, wishing he could just make it all disappear.

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