The celebratory music was an assault on Charles’ ears. He adjusted his tie, the knot suddenly feeling restrictive. His father's retirement was an event, a milestone, something to be marked with fanfare. Charles saw it as another example of his father’s unwavering self-importance. He resented the entire spectacle.

He recalled all the times he’d been subtly compared to his father. The constant pressure to excel, the impossible standards. He felt a bitter taste in his mouth. He was introduced, and he rose to the podium, his shoulders hunched. The room seemed to shrink. He looked out at the sea of faces, and his voice was dry: "I guess we're all here now."

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