The catered buffet was a battlefield of tiny quiches and cucumber sandwiches. Harold eyed the buffet table, its offerings a pale reflection of his father’s lifetime of hard work. He had spent his entire childhood being told to "follow in your father’s footsteps," a burden he never wanted. Now, the old man, finally free, was being lauded, and Harold was supposed to celebrate. He snatched a miniature sausage roll, his jaw tight.

He remembered all the Sundays lost to the office, the missed school plays, the hushed phone calls late at night. The man hadn’t even bothered to learn his name half the time. He approached the podium, his tie suddenly feeling too tight. The room swam in a haze of champagne and forced merriment. Harold’s voice, when he spoke, was clipped. "Dad, good riddance."

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