The vibrant colors of the art gallery felt muted and dull. Claire focused on the intricate patterns of a painting to distract herself, but her mind kept returning to the scene in the manuscript. It depicted her crippling self-doubt, her tendency to overthink every social interaction.

She ran a hand through her hair, smoothing down the stray strands. She felt a growing sensation of unease, a tightening in her chest. She needed to leave.

She turned abruptly and hurried out of the gallery, eager to escape the stifling atmosphere.

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