He shoved at the recalcitrant drawer one more time, his face reddening. The antique dresser, a family heirloom, was proving a significant obstacle. He had inherited it from his Aunt Carol, and he just wanted to take out the stuff inside. He'd been battling it for an hour, wrestling with the warped wood and stubborn runners. It just wouldn't budge.

He tugged harder, his muscles straining. Then, with a loud scraping sound, the back of the drawer came loose. He grunted and, peering into the newly revealed cavity behind the drawer, felt his shoulders slump.

A small, bricked-up space. Another project. He let out a harsh sigh, a sound full of exasperation.

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