Heaving a dramatic sigh, Leo slumped onto the bus seat, burying his face in his hands. His palms felt clammy. His English teacher, Ms. Rodriguez, was now following him on Instagram. He knew, he *knew*, she’d seen his recent story of him attempting to bake a cake, which had resulted in a near-disaster. The thought of her smirking at his amateur culinary skills made his stomach churn. He considered deleting the app entirely, just to be safe. "Why does this always happen to me?" he muttered under his breath.

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