"Unbelievable," Clara muttered, the word a soft hiss escaping her lips. She'd chosen *Poems of Love and Loss*, believing in its promises. Now, a missive fluttered to the floor, a folded square of pale blue paper. She knelt, snatching it up, her blood beginning to race.

She felt the heat rising in her chest. She had a strong feeling this letter was going to ruin her day. She glanced at the words – they were so intimate and full of longing. This was a violation. Someone had used this book as a receptacle for their most private emotions. She felt betrayed on multiple levels.

She sat heavily in the worn armchair. He felt a need to punish someone. She knew she couldn't know who sent it, but the emotions the letter evoked left her with a bitter feeling.

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