"I... I just don't understand," Emily whispered, her voice barely audible. She held the graded test, the red ink mocking her with each mistake. Tears pricked at her eyes, blurring the already confusing equations. The classroom, usually vibrant with energy, felt oppressive. She clutched the paper, her knuckles white, as if trying to squeeze the disappointment away. The faces of her classmates seemed distant, their chatter a meaningless drone. She wished she could disappear, fade into the background.

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