"Seriously?" Maya muttered, her voice a low growl. The rejection letter from the art magazine had been hard enough to swallow. She had revised her application three times. The feedback she received was that it was "too niche." Now, she had just stumbled across her own work, re-titled and attributed to a woman named Beatrice Sterling, being lauded as a "bold new voice."

She slammed her fist onto the kitchen table, rattling the plates. Her apartment, usually a haven of creativity, suddenly felt like a prison. Paintbrushes lay scattered, unfinished canvases faced the wall. The silence was deafening.

Her shoulders slumped. She wanted to scream. She had spent months honing her craft, battling self-doubt, and now this. A cold dread settled in the pit of her stomach. She felt a profound sense of… futility.

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