The numbers swam before his eyes. A 68%. A failing grade. This couldn't be happening. John’s vision blurred with unshed tears. He'd put everything into this test. He’d studied for weeks, sacrificed everything. His parents would be so disappointed. His breath caught in his throat, a sharp, painful intake. He wanted to throw the paper across the room, to destroy it, to make it all disappear. He forced himself to take a steadying breath, reminding himself that such theatrics would solve nothing. He needed a plan.

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