The courtroom was silent, save for the rhythmic tapping of Henry’s foot. His sister, Sophia, inherited their parents’ sprawling mansion, complete with the valuable antique furniture. He received a small cottage in a run-down part of town, and an old, battered piano. The instrument, he remembered, his parents always referred to as 'a pile of junk.'

His jaw clenched. He felt a pressure building behind his eyes, a sensation of being trapped. He wanted to leap to his feet and shout, to argue, to demand answers. But he couldn't.

He sat there, the blood boiling under his skin.

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