The ache in David’s jaw intensified with each step. He’d driven all the way from the city, picturing the towering redwood, a silent guardian of his past. He stopped short, his boots grinding to a halt in the loose soil. His hands trembled as he slowly raised them, then let them fall limply to his sides. The air seemed to have thickened, making it hard to breathe. He wanted to scream. Instead, he just stood there, the image of the felled tree seared into his vision, a stark reminder of loss.

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