The attic’s darkness pressed in on Leo. He swiped at a cobweb that had gotten caught on his cheek as he rifled through his grandmother's belongings. He'd been asked to clean out her old house. He wasn’t looking forward to it.

He found the letter inside a jewelry box. His grandmother’s resignation from the choir. He knew his grandmother loved singing. The letter was a raw expression of the feeling of not belonging, the deep sense of isolation she’d experienced.

He threw the letter down, unable to look at it any longer. He felt as if he was drowning. He pushed the box away with a shove, the small container sliding across the dusty floor.

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