The two chefs stood side-by-side, facing the panel of judges. The presentation platters, showcasing their signature dishes, were eerily alike. She felt a knot forming in her stomach. All the creativity, all the years of training, reduced to a strange, culinary echo. Across the table, her competitor, a man named Marco, offered her a slight, almost patronizing, nod.

Her hands were clammy. She felt a stinging heat in her cheeks. He’d stolen her idea, and now they were both standing there looking foolish.

She swallowed hard. "Well," she started, her voice barely a whisper, "this is certainly… awkward."

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