The coffee tasted like ash. Amelia stirred it furiously, watching Chloe across the table. Chloe, radiant and beaming, was regaling her with details about the new office, the corner desk, the "amazing team." Amelia’s jaw ached from clenching it so tightly. She wanted to scream. She had spent countless nights working on her portfolio, refining her skills, striving for this very position. Chloe, with her effortless grace and connections, had probably skipped to the front of the line. Amelia pushed her untouched coffee away, the bitterness mirroring the taste in her mouth.

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