The realtor’s voice, chirpy and optimistic, grated on Amelia’s nerves. "Isn't it lovely? The potential here is just…" Amelia tuned her out. Her focus was on the spot where a majestic redwood had once stood, a tree she’d planted as a girl. Now, it was gone, a raw, angry wound in the landscape.

She pointed a rigid finger at the vacant area. Her lips were pressed in a tight line. “What happened?” she asked, her voice flat.

The realtor stammered, offering a half-hearted explanation about necessary “clearing.” Amelia's chest felt constricted, her hands beginning to tremble. She ignored the realtor's blathering, walking towards the stump and touching it, a strange sense of loss. A sudden wave of intense heat flared through her, making her skin prickle.

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