The world seemed to tilt on its axis when Sarah found the small, leather-bound book open on the coffee table. The pen, the exact pen she’d used, lay discarded beside it. Her heart hammered against her ribs, a frantic rhythm against the quiet morning. This violation, this casual disregard for her privacy, felt like a physical blow.

She took a shaky breath.

“Jessica,” Sarah said, her voice tight, “we need to talk.” Jessica, still in her pajamas, walked in and looked bewildered.

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