The party was a blur of back-slapping and forced smiles. John stood in the corner, nursing a drink, a knot of unease twisting in his stomach. His father, the legendary lawyer, was retiring, and he, the supposedly "disappointing" son, was required to speak. He found the entire situation completely preposterous.

John remembered the disappointment etched on his father’s face when he chose a different career path. The constant judgments, the unspoken disapproval. He was summoned to the podium. He walked forward, his jaw clenched, his eyes fixed on the floor. His words, when they came, were carefully chosen, devoid of any warmth. "So, Dad, here is to a new chapter."

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