The elevator doors opened, and she stepped out, radiant. He couldn't help but notice the way the light caught her hair, the easy grace with which she carried herself. He wanted to shout, to rail against the unfairness of it all.

He retreated to his office, shutting the door with a decisive click. The silence amplified the pounding in his ears. He tossed his keys onto the desk, the metal clattering against the wood.

He picked up a paperweight, a heavy, glass orb. He considered throwing it, shattering it into a million pieces. Instead, he placed it back down carefully. He sat down, staring blankly at the wall, wishing he could stop this.

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