He felt a knot forming in his stomach. Michael, her beloved, sensible son, had never been prone to flights of fancy. Yet here he was, explaining his newfound devotion to some obscure Eastern philosophy, waving his hands with an enthusiasm that grated on her nerves. The antique grandfather clock in the hallway ticked with irritating slowness. She ran a hand through her hair, which suddenly felt too heavy, as if weighted down.

“I just… I don’t understand, Michael,” she said, her voice flat. “Why?” The question hung in the air, unanswered.

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