The silence in the dorm room was broken only by the frantic thumping of Clara's heart. Her journal, its familiar cover, was resting on the bed. A terrible, hollow feeling spread through her chest. It wasn't the violation itself; it was the casual, the effortless way it happened. It was the feeling of being exposed and vulnerable.

Her gaze darted to her roommate, Rachel, who was pretending to read a book on the bed.

"Rachel?" Clara managed, her voice barely audible.

Rachel lowered the book slowly and looked at her.

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