Clara sat in the library, surrounded by the hushed whispers of students, a stark contrast to the turmoil within her. The air hung heavy with the scent of old paper and dust, a scent that usually soothed her, but now grated on her nerves. The scholarship, the thing that allowed her to be here, was gone.

She stared blankly at the open textbook in front of her, the words blurring together. She had carefully planned her schedule, mapping out her future with meticulous precision. Now, everything was uncertain. She felt a profound sense of isolation, as if she were adrift in a vast, cold ocean. She ran a finger over the smooth surface of the book, feeling the emptiness in her heart.

The ticking of the clock echoed in the silent room. Time, she realized, was no longer on her side.

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