Liam discovered the letter tucked inside a vintage record sleeve. The handwriting was his own, bold and defiant. The letter was to his father, a man with whom he had always clashed. He read it, the old anger flaring.

It was a catalogue of his father's perceived shortcomings, of his authoritarian nature and his inability to listen. It described years of feeling misunderstood, of being forced to conform to a standard he never quite understood. His hands clenched into fists.

He never mailed it, but the words were still true.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210