The email pinged again. Another rejection. John slammed his fist on the desk, rattling the already precarious stack of papers. The air felt thick, difficult to breathe. He leaned back in his chair, his chest constricted. He'd poured his heart and soul into the automated dog walker. The research, the prototyping, the late nights. He felt a wave of emptiness wash over him, as though someone had pulled the plug. “Ridiculous,” he said, his voice flat. He pushed himself away from the desk and began to gather his things, the movement jerky and quick.

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