Michael paced his cramped office, the worn carpet offering little comfort. He rubbed his temples, a dull ache throbbing behind his eyes. The email, subject line "Your Life's Story," still burned in his inbox. It was the publisher, informing him about the upcoming release of "Michael Harding: Against the Odds." Against the odds of *what*, he wondered, slamming his fist on his desk, almost breaking the ancient monitor. He was a librarian, for crying out loud!

He considered setting the building on fire.

He clenched his jaw, imagining the author, some slick-haired man with a carefully crafted smile, cashing in on his quiet, unremarkable existence. The audacity!

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