"Honestly," Michael muttered under his breath, jamming the small plastic gears into place with a little too much force. The Lego model he'd meticulously built for his own enjoyment over the last decade sat, half-dismantled, on the coffee table. Eight-year-old Leo's engineering marvels, now everywhere, had taken over everything. Every flat surface in their apartment was covered in scattered bricks and half-finished projects. He hadn't touched his own projects in months. The rhythmic click-clack of Leo's rapid-fire brick assembly was a constant background noise, a soundtrack to his own dwindling free time. He could feel the tension building in his shoulders again. He needed quiet. He needed to unwind and do what he enjoyed.

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