The takeout container slammed onto the counter. Sarah glared at the overflowing bin, remnants of last night's dinner. Another meal, another reminder. The flyer had been tucked amongst the other junk mail, the stark white lettering announcing the impending closure of “Mama Rosa’s”. Her stomach clenched. It couldn't be. Not after all the Tuesdays, the birthdays, the times she just needed a plate of lasagna to feel… right. She ripped off the magnetic photo of her cat Mittens from the fridge and, with a vicious snap, slapped the flyer in its place.

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