He found himself pacing the worn wooden planks of his apartment floor. The bills were piling up, the landlord was getting aggressive, and his car had decided to start leaking oil again. He raked a hand through his already messy hair.

He needed help. He knew he needed help. His best friend had suggested therapy, mentioned a guy named Mark Henderson who was, apparently, the best in the city. The problem was, Mark Henderson used to make his life a living hell. The name sent a wave of heat across his chest, a tight knot forming in his abdomen.

He remembered the taunts, the sneers, the feeling of utter powerlessness. The irony was a bitter pill to swallow: the guy who had once delighted in tearing him down was now supposed to be the one to help him build himself back up. He abruptly sat down, head in his hands.

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