He stood in his doorway, the hallway lights casting long shadows. Across the hall, the music pulsated from their open door, a sonic wave crashing over him. He felt the familiar anger, hot and visceral, surge through him.

He could feel the tension in his jaw, the tightness in his chest. He knew this feeling, knew that it was only making things worse.

He retreated back into his apartment, closing the door gently behind him. He didn't want to engage. He hated the thought of giving them the satisfaction. Instead, he made a cup of tea, and sat alone in the living room.

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