Rain lashed against the windows, mimicking the staccato drumming in Amelia's temples. She slammed the book shut, the cover of “Pride and Prejudice” smacking loudly against the worn, wooden desk. Hours she’d spent, slogging through the flowery prose, desperately trying to find solace from the day’s relentless barrage of criticism from her boss.

She kicked at a stray piece of paper, sending it skittering across the floor. This was supposed to be her escape, a quiet retreat from the world's harshness, but even Austen’s gentle story was failing her. Picking the book back up, she flipped through the yellowed pages, seeking a specific passage.

Her fingers brushed against something stiff. A small, folded letter, tucked between chapters. Curiosity, a fleeting flicker of something other than the simmering turmoil within, prompted her to unfold it.

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