Rain lashed against the windows, mirroring the tempest brewing inside Mr. Abernathy. Years of fruitless effort, of pouring his soul into indifferent students, had left him feeling… hollow. He was grading papers, a task he'd once found fulfilling, but now it felt like shoveling sand against the tide.

The doorbell chimed, a shrill, unwelcome sound. He considered ignoring it, but the incessant ringing grated on his nerves. He peered through the peephole. A delivery person, holding a large, ornate basket. He didn’t order anything.

Inside the basket, nestled amongst fragrant lavender sprigs and imported chocolates, was a small, leather-bound journal. A card sat propped against it, penned in elegant cursive. "To Mr. Abernathy, from a student who finally understood. Thank you." No name was signed. He wanted to throw the whole damn thing into the trash.

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