Liam drummed his fingers on the countertop, the rhythmic tapping a frantic counterpoint to the cheerful tune playing on the radio. He’d spent the last hour trying to build a LEGO castle with his nephew, Ethan, and the boy’s drawings kept interrupting his focus. Ethan was obsessed with this… thing. It was in every picture, lurking in the corner, always with a disturbingly blank expression.

Liam glared at the latest drawing, where the ‘thing’ was wearing a crown. He was a successful architect, accustomed to complex blueprints, demanding clients, and impossible deadlines. He prided himself on his ability to remain calm under pressure. Yet, this… this felt different. He felt a slow burn behind his eyes, a tightness in his jaw.

“Ethan,” he said, his voice clipped. “Who is this… person?” Ethan, oblivious, just shrugged and went back to assembling a purple dragon. Liam exhaled sharply. He needed to get this done. He needed to finish this castle. He reached for the next brick, his movements jerky, and his patience wearing thin.

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