The meeting ended, and Emily lingered, pretending to shuffle papers on her desk. The air in the room felt thick, oppressive. She’d heard it from someone, a casual remark about the new hires' salaries. And it turned out to be true. Liam, barely a year in the company, was pulling in a bigger paycheck.

She picked up her pen, then threw it down, the plastic object skittering across the surface. She felt a burning in her cheeks. The hours she'd poured into building her career, the projects she had championed... and now this.

She wanted to scream. Instead, she took a deep breath, plastered a smile on her face, and walked towards the water cooler. She needed to get away, at least for a moment.

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