The air was heavy, humid, the kind of day that made even the simplest tasks feel monumental. Richard had just finished mowing his lawn, the sun beating down on his back. A knock echoed from his front door. He opened it to find Ms. Thompson, her smile wide and artificial. "That sunshine is absolutely perfect!" she said. "I was thinking a little garden might be nice, and your yard... well, it's just ideal."

Richard's muscles locked, his jaw clenching. He thought of all the other things he had to do. The thought of this added burden filled him with a weary resentment.

He mumbled something about needing to talk to his wife. He closed the door slowly. The sun seemed to mock him, highlighting his fatigue.

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