The first thing David did was pour himself a stiff drink. The elm, the one that cast a permanent shadow on his garden, was now flat on his neighbour's lawn.

He’d tried to prune it himself and had been told not to bother. He'd told the neighbour he was worried. He'd offered to help pay for it to be removed. Ignored every time.

Now, as the insurance companies will battle it out, he felt the same tight knot in his stomach. He wasn't happy, though he should be. He felt… something else. Something cold and hard. He took another sip.

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