The old woman stood on the sidewalk, clutching a threadbare shawl around her shoulders. Her face was a roadmap of wrinkles, each crease a testament to a life lived. She watched as the first swinging bucket of the excavator scraped against the roof, sending a shower of tiles and debris into the air.

She hadn’t been back in twenty years. Now she was here. The memory of the home was the only thing she had left. Tears burned her eyes as she watched the slow, deliberate destruction.

Her hands were shaking. She had to leave. She couldn't watch. She turned and began to walk.

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