He stared at the page, the screen's light reflecting in his wide eyes. *The Chronicles of Chloe*, he read, the title mocking him. He wanted to tear the laptop apart. He felt a profound sense of unease, a jitteriness that wouldn't let him settle. He stood up, pacing the small space of the kitchen, his steps erratic. This wasn't just a betrayal; it was a violation. He needed to get out, to go somewhere, anywhere, where he wouldn't have to see that book again.

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