Agnes’ knuckles were white as she gripped the handle of her garden shears. She’d spent the last hour trimming her rose bushes, meticulously removing every dead leaf and spent bloom. The vibrant colors and fragrance were a small joy in her otherwise unremarkable life. Then, Sarah, from next door, approached.

“Could I… borrow a little space?” Sarah asked, her voice hesitant, a nervous habit of hers. Agnes's eyes narrowed. Sarah, a woman of apparent leisure, with nothing better to do than to take a slice of Agnes’ own meticulously curated peace.

“I’m afraid I’m rather possessive of my garden,” Agnes said, her voice smooth as silk, each word precise. She clipped a particularly perfect rose, the sound sharp and definitive. “And quite frankly, I enjoy tending it myself.”

Sarah deflated, a slight blush creeping up her cheeks. Agnes watched her retreat, the sharp scent of the roses filling the air, a small, satisfying victory.

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