The doorbell rang, slicing through the carefully constructed calm that had settled over Alex. It was Ben, with a smug grin plastered across his face. He'd been looking forward to this, Alex knew, he’d been planning it for months. A cross-country move, a fresh start – everything Alex wouldn't be able to do.

He let Ben in, the forced smile on his face feeling like a mask.

“Ready to start the farewell tour, buddy?” Ben asked, clapping him on the shoulder. Alex flinched. The touch felt like a brand.

The air in the apartment felt thick, heavy with unspoken resentment. The thought of all the memories they would no longer make together pressed on him.

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