The humid air of the storage locker clung to him. David flipped through the pages of a photo album, each image stirring a fresh wave of resentment. He had always been told that his uncle, the war hero, was a brave, selfless man. The narrative was central to his childhood.

The photos painted a different story. One picture showed his uncle, grinning, as he posed with a swastika flag. In another, he was surrounded by men in Nazi uniforms. David’s breath hitched in his chest.

He felt a sudden, intense heat coursing through his veins. The weight of his family’s lies, the deception that had shaped his understanding of the world, pressed down on him. He slammed the album shut, the sound echoing in the confined space. His whole body was tense.

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