Maya slammed her apartment door shut, the sound echoing in the hallway. Liam had the audacity, the sheer gall, to claim he was a marine biologist! She’d spent the last year bragging about him, regaling anyone who would listen with tales of his deep-sea explorations. Now, seeing him behind the counter at a dingy pet store, scooping goldfish into plastic bags… It was infuriating.

Her jaw clenched, and she paced her living room, her steps quick and uneven. The fake tan he'd sported during their last beach trip suddenly seemed all the more ridiculous. Her phone buzzed, a text from her aunt asking about "Liam and his fascinating career." She stared at the screen, the bile rising in her throat. She needed a stiff drink.

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