The pizza sat untouched on the table, the box a cardboard rectangle of failed plans. Sarah stared at the computer screen, her stomach churning. Her essay, once a source of pride, was now a subject of critical analysis for the incoming freshman. Every comment was a barb, a fresh jab at her core.

She felt like a butterfly pinned to a board.

She pushed herself away from the table, a strange pressure building behind her eyes. Her vision swam. She didn't want to exist right now, she thought miserably. The weight of their scrutiny was crushing.

The world seemed off-kilter, a funhouse mirror of her previous reality.

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
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224