The vibrant, overly enthusiastic lettering on the invitation made Claire's eye twitch. She was halfway through a mountain of bills and now this. She tossed the paper onto the already chaotic pile of mail with a grunt.

She reached for a glass of water, then slammed it down on the table, the abrupt noise jarring the silent room. She ran a hand through her hair, tugging at the strands in a gesture of annoyance.

She considered cancelling all her appointments, staying in bed, and feigning a sudden illness. The thought of confronting the ghosts of her past, of being judged and measured against those people, was unbearable.

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