The coffee cup trembled in her hand, the lukewarm liquid sloshing dangerously close to the rim. She looked at the two identical blueprints, laid side-by-side on the table. Each line, each dimension, each specification – exactly the same. Across from her, staring at the blueprints with an almost infuriating placidity, sat David.

“Well,” she said, her voice thin, “This is… a bit of a pickle, isn’t it?” She felt a surge of heat rush up her neck. Every detail she'd kept secret, all the work she thought would be unique. Gone.

David, of course, just shrugged and took a long, slow sip of his own coffee. “Looks like we both had the same brilliant idea.” Brilliant? It felt more like a monumental waste of time.

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