He'd been expecting the usual – a collection of family photos, maybe a well-worn Bible. Instead, there it was: a list, meticulously typed, in his mother’s precise handwriting. "Learn to play the ukulele." His jaw tightened.

He glanced around the perfectly manicured garden, at the pristine white picket fence, at the perfectly-behaved dog. His mother was the epitome of order and control. The woman who hated any deviation from the norm. And she wanted to… *play the ukulele*?

He felt a tightness in his chest, a sensation of being physically restricted. He'd spent his whole life trying to live up to her expectations. Now, it turned out, she had her own secret, untamed desires.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256