Clara slammed the blueprints onto her workbench with a crash that rattled the tools hanging above. Sweat slicked her palms, making the paper cling uncomfortably. The sheer audacity of it! She’d spent the last six months perfecting the automatic plant-watering system, a system she was certain would revolutionize home gardening. Now, some corporation, some faceless entity, already held the rights to something remarkably similar. "Unbelievable," she muttered, pacing her small workshop. Her foot connected with a discarded prototype, sending it skittering across the concrete floor. She ignored it, her jaw clenched tight. The injustice of it all hummed in her ears, a maddening counterpoint to the quiet whir of the ventilation fan.

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