The scent of freshly brewed coffee, usually a comfort, now felt like an insult. Liam had been so proud of his "creative pursuits." Sarah had always supported him, encouraging his writing. But this… this was different. She had stumbled upon a chapter detailing their first date, twisted into a scene of manipulative conquest. Her stomach churned.

She found him in his study, surrounded by stacks of paper. He was humming to himself, blissfully unaware of the storm brewing outside his door. “Liam,” she said, her voice tight, “we need to talk.”

He looked up, a smile spreading across his face until he saw hers. It crumbled instantly. “What’s wrong?” he asked, his voice suddenly small. Sarah gestured towards the manuscript, a muscle ticking in her jaw. “This. This twisted fantasy you call a novel. Is this what you think of our life together?”

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