The knot in Susan’s stomach tightened with each passing scroll. Her daughter, Olivia, had carefully concealed this from her, and Susan felt betrayed. The photos, the comments, the whole carefully crafted illusion… it made her feel like she had failed. A bitter taste coated her tongue.

She waited until Olivia was in the kitchen, making herself a snack. “Olivia,” Susan began, her voice controlled. “Can you tell me about… this?” She held up her tablet, the screen displaying the hidden profile.

Olivia froze, her hand halfway to the cereal box. Her face flushed, and she avoided Susan's gaze. "I… I can explain," she stammered, her voice barely audible. Susan waited, her arms crossed, her expression stern, and said nothing.

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