“Oh, brilliant,” Robert said to the empty room. The invitation landed with a thud on the already cluttered coffee table. He knew what awaited him: the relentless parade of success stories, the thinly veiled pity, the sense of being an outsider.

He looked around his apartment, a space filled with reminders of past failures. The unfinished novel, the unfulfilled ambitions, the ghosts of what could have been.

He felt the familiar urge to shut down, to retreat, to disappear. The thought of facing his classmates, of having his inadequacies on display, filled him with a potent dread. He picked up the invitation, his fingers trembling.

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