The vibrant colors of the campus, the blooming flowers, the bright sunshine, all seemed distorted, like looking through a funhouse mirror. Her world had tilted on its axis, and she had the sickening feeling that she was about to fall.

She had spent months in the college's archives, researching her senior thesis. Now, the stacks of notes and research felt like a burden. All that work, all that passion, suddenly felt pointless.

She ran her fingers through her hair, tangling the strands. She felt a lump in her throat, a persistent pressure that wouldn't go away. She wanted to scream, to lash out, to break something, anything. Instead, she just stood frozen in place, the weight of the news pressing down on her.

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