The fluorescent lights seemed to dim, casting long shadows across the empty office. Jessica stared at the email, its words blurring slightly. She felt a cold sensation creeping across her skin. The news about the buyout came as no surprise, but that didn't make the pain any less sharp.

She ran a shaky hand over her face. She'd been so sure about this place, about her future here. She’d meticulously built her career, step by careful step. Now, her carefully constructed world felt like it was crumbling around her.

She picked up her phone, her fingers trembling as she dialed her friend’s number. She needed to talk, to vent, to find some solace in the shared frustration. The dial tone seemed to echo the emptiness she now felt.

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