The heat in the attic was oppressive, but Emily didn't care. She was on a mission. She reached for the dusty cardboard box in the corner. Empty. She'd anticipated this. She'd known from the beginning this house was a bargain. They must have been in a hurry, she guessed.

She dug through the trash bags she had prepared and began filling them with junk. Why did other people leave behind so much *stuff*?

She worked methodically, her movements brisk and efficient. She had no time for sentimentality, no time for anything but the task at hand. She would make this house her own. She would. A vein pulsed in her temple.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225