The afternoon sun streamed through the dusty windows, illuminating the swirling dust motes in the air. John leaned back in the creaking chair, the weight of the old family album pressing down on him. He had always believed his grandfather to be a stern, stoic man, a figure of authority and quiet dignity.

The photographs, however, revealed a different picture. On one page, a younger version of his grandfather, grinning mischievously, sat at a poker table, stacks of money in front of him. In another, he was arm-in-arm with a woman, laughing heartily, completely at odds with the solemn man he remembered. A sharp, stinging sensation prickled in his eyes.

He slammed the album shut. The narrative he'd built around his family felt fragile, now shattered by these glimpses of a hidden life. His teeth were grinding together.

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