The essay, titled "Why I Hate Shakespeare", sat unfinished on Sarah’s laptop, the words blurring before her eyes. She had poured her heart into this. She felt passionately about the subject, using bold language and sarcastic asides to convey her feelings. A little bit of her heart was hoping that Mr. Davies, the English teacher, could come across the work.

Her phone pinged. A new follower notification: Mr. Davies.

Her hand started to tremble. The carefully constructed sarcasm felt like a betrayal. Every sentence she’d written felt naked, exposed. She felt the urge to erase everything, but this impulse was quickly subdued by the sense of dread that took its place. Her stomach churned. She shut the laptop, the screen reflecting her own worried face. The essay, now, was a burden.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212