The tiny, cramped apartment felt smaller than usual. Daniel paced the threadbare carpet, running a hand through his hair. He was in the middle of sorting through his father’s belongings when he found it: a letter, carefully tucked inside an old, leather-bound book.

It was a letter of resignation from a prestigious architectural firm. His father had been on the fast track, everyone said. Daniel's eyes scanned the words. The reasons were vague: a search for something more, a need to escape the corporate rat race. Daniel stopped pacing, his chest tightening. His father had then taken a job at a small, local firm, a job he'd kept until he retired.

He felt a deep, almost physical pressure in his temples. He had always believed his father was content. Had he been mistaken? He wanted to scream at the silent walls.

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