The news felt like a physical blow. A gust of wind had knocked the breath from her lungs. Chloe had just finished presenting her preliminary findings; she'd poured herself into the project, fueled by her advisor’s unwavering support. He was leaving. It didn't make sense.

She forced a smile as the other students congratulated her on her presentation, but her insides were churning. The words seemed to stick in her throat. She excused herself and fled to the nearest restroom. She stared into the mirror, her face flushed, her eyes blazing.

"Of all the…,” she whispered, her voice barely audible. Her hands trembled as she gripped the cold porcelain of the sink. She felt a surge of energy she didn't know how to channel.

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