The book, a hefty hardback, felt heavy in Elias's hands. He'd found it tucked away in the back of a dusty bookstore, a bargain bin treasure that turned into a personal assault. "Elias, the recluse, forever haunted by the shadows of his past…" Elias snorted. Shadows? He liked his solitude, thank you very much!

He sat down heavily on the park bench, the autumn leaves swirling around him, a stark contrast to the portrait presented in the book. He felt a surge of… annoyance. He hadn’t been consulted. Not a single fact checked! The man, this “author,” had clearly just made it all up. He slammed the book shut, the sound lost in the rustling leaves. He wanted to scream, to tear the book to shreds.

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