The blood was rushing in Eleanor’s ears as she scrolled through the account. Her son, Liam, had been so quiet lately, withdrawn. Now she understood why. The content was… unsettling. The carefully curated persona, so unlike the boy she knew, made her feel as though she didn't know him at all. She felt a sharp, twisting feeling in her gut.

She found Liam in his room, hunched over his desk, studying. She marched over, her steps echoing in the otherwise quiet room. "Liam," she said, her voice trembling slightly. "Care to explain this?" She held up her phone, the incriminating profile glaring from the screen.

Liam’s head snapped up. His eyes widened, his lips parting in surprise, then quickly closing in a thin line. He looked away, his jaw tight. He didn't say a word.

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