He slammed the door of the old car, the metallic clang echoing through the deserted cemetery. Sarah took a deep breath, trying to steady herself. The will read the same as she knew it would. Her brother, David, inherited the family business, the thriving tech startup their father had built from the ground up. She, in contrast, was left a modest sum and the care of their deceased parents’ pet tortoise.

Her hands were balled into fists at her sides. She stomped towards the wrought-iron gate, then kicked it. It didn’t budge. She could see David's face, smug, in her mind's eye.

“He always was the favorite,” she muttered, the words escaping in a hiss.

She knew she would need to find somewhere to sit down and try to figure out what to do.

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