The coffee tasted like burnt dirt. Chloe stared at the mug, her lip curling slightly. Another day, another opportunity for Liam to charm his way into something she'd earned. She had the better performance reviews, the longer tenure, the proven track record. Yet, here they were, both vying for the same position.

A vein throbbed in her temple. She could almost taste the bitterness of the situation, the unfairness. Chloe had stayed late, worked overtime. Liam always had an excuse, a story, a friendly face to lean on.

She slammed the mug on the table, the ceramic ringing. "Well, that's just perfect," she muttered under her breath. Chloe felt a tremor in her hands. Maybe she'd call in sick tomorrow.

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