The email notification popped up, the subject line a sharp jab: "Password Reset." Margaret reread the message, a slow burn starting in her stomach. It was from a social media platform she’d banned her son, Ben, from using. Her hand tightened around the mouse. The audacity!

She stormed into the living room, where Ben was engrossed in a video game, headphones on, oblivious. She snatched the headphones off his head with a decisive yank, the sudden movement causing him to jump. “What is the meaning of this?” she demanded, holding up her phone.

Ben, his face a mask of surprise, stammered, “What? What are you talking about?” He hadn't even had the decency to seem guilty! He met her gaze, his eyes wide and innocent, and she felt the knot in her stomach tighten another notch.

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