Michael stared at the letter, his coffee growing cold in his hand. “Condo conversion,” it read, in bold, aggressive letters. He felt a slow burn in his chest. His lease was up in three months. He would have to uproot. Again.

He crumpled the paper, then immediately smoothed it out, smoothing it out like it was a mistake on his report card. Then, he tossed it onto the kitchen counter, next to the stack of unpaid bills. His breath hitched as he thought of packing.

He walked over to the window and looked out. The city lights, usually a comfort, now felt like a taunt. Every gleaming skyscraper, every perfectly manicured balcony, represented everything he couldn’t afford. He could feel his hands clenching at his sides.

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