The courtroom felt suffocating, the air thick with tension. The defense attorney's smug smile grated on her nerves. She shifted in her seat, her leg bouncing involuntarily. The evidence was presented, the blatant similarities between her blog posts and the famous author's new biography. Her own words, stolen and re-packaged.

She bit down on her lip until she tasted blood. She longed to stand up, to shout, to expose the lie, but she had to remain calm. She needed to focus, to let her lawyer handle it. Yet, the rage, the sense of violation, churned within her. She felt a burning need to fight, to reclaim what was hers.

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