A tremor ran through David’s hands as he stared at the screen, the illicit Instagram profile plastered across his desk. He'd stumbled upon it while trying to fix his daughter, Emily’s, slow internet speed. It was filled with images of her, yes, but her in a way he’d never seen. Pictures of her with friends, dressed in clothes he'd never approved of, posing in places he didn’t recognize. His jaw clenched, a muscle working in his cheek.

He found Emily in her room, headphones on, seemingly oblivious. He reached out and tugged one of the headphones away, the action abrupt. “Explain this,” he said, his voice clipped, gesturing towards the open laptop he’d brought with him.

Emily's face paled. She looked from the screen to him, then back again. Her lips trembled. "Dad, it's nothing," she mumbled, her eyes darting away. Nothing? He felt a wave of cold wash over him, leaving him feeling utterly drained.

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