The new office was a sea of gray cubicles, a vast contrast to the bustling, colorful environment of the design studio. Clara slumped into her chair, the hard plastic unforgiving against her back. The shift to inventory management felt like a massive downgrade.

She reread the email, her fingers tracing the words: "streamlining processes," "efficiency gains." She scoffed. It was code for "you're no longer needed in a place where creativity is valued." She didn't want to be here.

The monotonous clicking of keyboards grated on her nerves. She stared at the spreadsheet on her computer, the numbers blurring, her mind drifting to projects she would never work on. She felt a knot tighten in her stomach.

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