The clinking of glasses and the murmur of polite conversation grated on Arthur’s nerves. He was standing near the door, feigning interest in a potted fern. His sister, the golden child, was currently regaling the crowd with anecdotes about their father. He was the dutiful son, the one who stayed close, who helped around the house. Now, he was expected to celebrate the man who had always taken him for granted.

He saw his father watching him, a small, expectant smile on his face. Arthur clenched his fists. He felt the familiar weight of obligation. He had come prepared, of course, with a speech. But now, as he was announced, he walked to the podium, every muscle tense. He smiled, a thin, brittle line, and said, "Dad, you've always known best, haven't you?"

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