He found himself constantly checking the locks, the windows, even the space under the bed. The feeling of being watched, of being exposed, clung to him like a damp shroud. He used to leave his journal out on his desk. Now, he kept it hidden, tucked away in the back of his drawer, a secret fortress against the invasion. The easy camaraderie he once shared with his roommate had vanished, replaced by a strained politeness. He found himself picking fights, arguing over inconsequential things, anything to maintain a distance, to keep him at bay.

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