"Unbelievable," thought Chloe, as she stared at the glowing screen. She had known the other candidate was good. She had tried, truly tried, to be supportive, even though they had been applying for the same job. But the email, the one they both received today, was directed to her. She let out a humorless laugh, a tight, short sound. Why was it always *him*? She grabbed her phone, scrolling through his profile on LinkedIn. She let out a short, sharp breath. She tossed the phone away and stormed to the fridge. The job had gone to the one she'd considered her friend.

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