The going away party was a blur of forced smiles and shallow conversations. Michael saw him across the crowded room, his face lit up in the flashing strobe lights, laughing with friends Michael didn't know. He watched him like a hawk. Every time he tried to approach him he was blocked by someone else.

He grabbed another drink, the alcohol burning its way down his throat. The music thumped, a relentless pulse that mirrored the angry pounding in his chest.

The confetti rained down, a mockery of celebration. He felt completely isolated, the world closing in. The goodbyes felt so empty.

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