"Unbelievable," I muttered, the word a harsh whisper against the wind. The towering sycamore, my childhood companion, was gone. A stump, raw and ugly, stood in its place. I’d seen it in my mind's eye a thousand times, and the reality was a betrayal.

I’d nurtured it, protected it. I remembered climbing its branches, feeling the rough bark beneath my hands. Now, there was nothing. I stood there, rooted to the spot, my hands clenched into fists. I felt a surge of energy, a need to lash out, to break something. I forced myself to take a deep breath, and turned and walked away.

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