From the moment she walked in the door, Sarah felt a growing sense of unease. Of all the people in the world, why did *he* have to be here? The sight of Daniel, his tall frame and easy smile, sparked a sudden, sharp ache in her heart.

She found herself avoiding eye contact, even with the bride and groom. She wanted to disappear, melt into the floral arrangements or blend into the wallpaper. She made a beeline for the bathroom, not wanting to make a scene, but mostly to collect herself.

As she looked in the mirror, she saw the flush in her cheeks and the subtle tremble in her hands. She thought about him, the memories they made, and how they ended, and felt a strange combination of fury and sorrow. She splashed cold water on her face, willing the tightness in her chest to subside.

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