She'd been meticulously documenting her new collection for her website when she saw it. A video, showing the process of a new tattoo. Her "Midnight Bloom," replicated on a stranger’s calf. Her breath hitched.

Her hands shook as she rewound the video, watching it again and again. The artist's confident strokes, the finished product, the smirk on the customer's face. Bile rose in her throat.

She wanted to tear the screen from the computer, to obliterate the image. Her fingers flew across the keyboard, composing an email, the words sharp and precise. This was not okay. Absolutely not.

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