The bus rattled along the street, but Sarah barely noticed. She was lost in thought, the university's webpage playing on a loop in her mind. Her essay. The model essay. She clutched her backpack tighter.

She felt a hollowness inside, a complete lack of interest in anything around her. She had spent weeks agonizing over every word, trying to convey a sense of hope and resilience. Now, she just felt empty.

The other students on the bus seemed to be excited, chattering and laughing. Sarah wished she could feel the same way. Instead, she just wanted to get off the bus, to be alone, to escape the suffocating weight of her own words.

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