The news arrived in a neat, white envelope. Charles read the words, his blood turning cold. He felt a sudden, sharp pain in his chest. A deep, heavy silence had descended.

He dropped the letter onto the counter, his hands trembling. He had built a life here. He had a favorite coffee shop. He knew every crack in the sidewalk. Now, they were going to take it away.

He felt an urge to scream. The world around him seemed to shrink, closing in on him. He picked up his phone, stared at it for a moment, and hurled it across the room.

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