He kicked at the discarded takeout container, sending it skittering across the already cluttered floor. The project had failed. He felt a deep, abiding ache, a sense of failure that seemed to permeate his bones. The sheer weight of it was crushing.

He needed a distraction. He needed to find something to help him forget. He pulled out a worn copy of “One Hundred Years of Solitude,” hoping the sprawling story would absorb him.

He slammed the book shut, intending to give up. He flipped through the pages one last time, when a small, folded letter slid out. He paused, his gaze fixed on the paper, the world around him momentarily muted.

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