He bit his lip, trying to control the tremor in his hands. The camera, his beloved companion, felt heavy and unfamiliar. His son, Mateo, was constantly vying for attention. Mateo was always trying to take pictures, always asking questions. He felt suffocated by their constant presence. The once-clear viewfinder of his camera was now clouded with the presence of his child. It was supposed to be his creative outlet, but felt more like a distraction now. He just wanted to go back to when things were simple.

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