Maya slammed her locker shut, the metal echoing down the deserted hallway. Really? Of all the teachers, *Mr. Henderson*? She ran a hand through her hair, tugging at the strands. The last thing she needed was her history teacher, the one who graded her essays so harshly, seeing her late-night TikToks. She could feel a flush creeping up her neck, a familiar heat that always accompanied situations she deemed utterly mortifying. She imagined him, perched behind his desk, scrolling through his feed, judging her every post.

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