The air in the office was thick with a cloying scent of potpourri, a scent that immediately brought back unpleasant memories. He saw *her* sitting behind a desk, looking at him with what was supposed to be a compassionate gaze. It was impossible to believe.

"Please, come in, Michael," she said, her voice soft and professional. It was Susan, who had always found delight in his misery. The school bully. Now a therapist. The irony was almost comical, except that it wasn’t.

He took a step back, his shoulders tensing. He wasn't sure he could go through with this. "I, uh... I think I'm in the wrong place," he mumbled, his voice a barely audible whisper. He hated her.

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