The air in the living room felt thick with unspoken resentments. He, Ben, watched his sister, Olivia, carefully examine a delicate porcelain doll on the mantelpiece. He knew what she was thinking. She would probably want all the keepsakes and the house to herself.

He'd been the one to visit Grandma regularly, to bring her flowers, to listen to her stories. And now, he was sharing the inheritance with his sister, who seemed to think she deserved it all. A bitter taste filled his mouth.

He reached out and snatched the doll from her, placing it carefully back on the mantel. He felt a surge of defiance. She may have been the favorite daughter, but he was here too. He also had rights.

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