Sophia sat on the park bench, watching the leaves fall. The crisp autumn air felt cold against her skin. She had the university website pulled up on her phone, and there it was, her application essay. Her work. Her vulnerability.

She closed her eyes, trying to block out the rising tide of discomfort. The essay was meant to be a stepping stone. Instead, it was a constant reminder of how much she had to prove. She felt a profound weariness.

The other people in the park seemed to be enjoying themselves, laughing and talking. She envied their ease, their apparent lack of concerns. She felt a growing desire to be anywhere but there.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259