“Unbelievable,” Clara hissed under her breath, staring at the glossy magazine. Her investigative piece on corporate corruption was front-page news, but the byline read, "Written by John Smith." She felt a sudden, overwhelming urge to shatter something. Preferably the magazine itself.

She crumpled the magazine in her hands, her knuckles turning white. She had risked everything for this story, facing threats, late nights, a constant state of paranoia. And now, this… this injustice.

She paced her living room. Her apartment, once a space of order and control, now felt like a cage. The furniture felt alien, and the walls closed in. She needed to breathe, but her chest felt constricted. The air felt thin.

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