The rejection email hit Clara like a physical blow. She slammed the laptop shut, the metallic clack echoing in the otherwise quiet apartment. It was a stupid, pointless email, a polite dismissal. She'd poured her heart into that application, tailored it perfectly. Now, the glossy brochure for the new marketing role sat mockingly on her coffee table, a testament to her ambition and, it seemed, her failure. She kicked a stray shoe across the room, the leather scuffing against the hardwood floor. "Damn it," she muttered, the word a bitter taste on her tongue.

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