The ramen noodles were cold, just like everything else in her life at the moment. Maya stabbed at them with her chopsticks, the plastic utensils feeling flimsy and inadequate against the slippery strands. Her scholarship. It wasn't hers. A mistake, the financial aid officer had said, a simple administrative error. A mistake that had her poised on the precipice of dropping out, and what was *she* supposed to do about it? She slammed her fist on the table, the small action a release for the tight knot in her chest.

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