The laptop slammed shut with a resounding crack, echoing through the otherwise silent house. Sarah, her face flushed, marched down the hallway, the screen’s afterimage burned into her retinas. How dare he? Her son, Michael, a seemingly innocent fifteen-year-old, had a whole other life online, a carefully constructed façade of rebellion and… well, she wasn’t sure what else. Anger simmered in her chest, a heat that made her palms itch.

She found Michael in the kitchen, humming as he made a sandwich. “Michael,” she said, her voice tight, “we need to talk.” He looked up, his brow furrowing slightly, a flicker of something she couldn't quite place passing across his face.

“About what?” he asked, his tone casual, almost dismissive. That alone was enough to make her want to scream. She took a deep breath. “Your… your online presence.”

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