The elevator doors chimed open on the tenth floor, releasing a flood of people. Emily shoved her way out, the jostling adding to her already heightened tension. She couldn't feel like this. She was already late for an important meeting, and the throbbing in her temples was escalating with every passing second.

She glanced at the other person exiting. He was also rushing, his brow furrowed in concentration, but a sudden stumble and the way he steadied himself against the wall caught her attention.

His eyes met hers, and a shared understanding passed between them, a silent acknowledgment of a common struggle. He seemed just as bothered. She knew that look.

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