The basement air was thick with the scent of mildew and forgotten things. Michael ran a hand through his hair, a grimace twisting his lips. He was supposed to feel nostalgic, but instead, he felt a simmering sense of annoyance.

The photos he'd found portrayed his parents in a way that just didn't align with the life he’d known. The carefully cultivated image of a devoted couple, always putting family first, looked false. In one picture, his mother was laughing, flirtatious with a man that was not his father. He couldn’t shake the feeling of being misled.

He closed the album with a snap. The narrative of his childhood, the foundation upon which he had built his identity, felt shaken, precarious. His shoulders slumped, the weight of the truth suddenly crushing.

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