He stared at the antique clock, a grandfather clock that had stood in the entrance hall for decades. A ticking reminder of the man he’d lost. His sister, Olivia, was bequeathed the shares in the family's investment firm. He wasn't surprised.

Michael had always been the black sheep of the family. He ran his own business, and he didn't care for money. Olivia, on the other hand, was the perfect daughter.

He felt a throbbing ache behind his eyes. He’d wanted something, anything, tangible to remember his father by. The tick-tock of the clock was deafening.

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