Mark stared at the glowing screen, the words of his essay staring back at him like a hostile stranger. The thing that was supposed to get him somewhere good, was now out in the ether, subject to public scrutiny. The comments, the critiques, the dissecting of his words, had left him feeling raw and exposed.

His hands clenched into fists. He had worked so hard, poured so much of himself into this, and now he felt like he’d been exploited.

He ran a hand through his hair, the action almost violent. The sense of violation was overwhelming. He felt trapped, cornered, and deeply, deeply unsettled.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224