Michael yanked at his tie, the silk suddenly feeling like a noose. Another late night, another impossible deadline looming. The fluorescent lights buzzed overhead, a persistent irritation that mirrored the thrumming tension in his temples. He tossed a crumpled proposal into the overflowing wastebasket, the sound like a gunshot in the sterile office. "This is ridiculous!" he barked, more to himself than anyone else. He caught sight of Sarah, his new coworker, across the way, humming a snippet of a song he vaguely recognized from somewhere. "Wait," he called out, his voice sharper than intended. "Was that…'Starry Nights at Silver Lake'?"

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