David slammed the door to his son’s room, the sound reverberating through the house. He'd been looking for a receipt, something trivial. Instead, he found a hidden Snapchat account, populated with photos that showed a side of his son that he didn’t recognize: partying, drinking, and with people David had never met.

He walked into the kitchen, his steps heavy and measured. He poured a glass of water, the ice clinking loudly as it hit the glass. He felt like his head was going to explode. He slammed the glass down, water splashing onto the counter.

“I can’t believe this,” he breathed, his voice raw.

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