The email sat in Eleanor’s inbox, mocking her with its cheerful subject line: "Surprise Party Update!" Her jaw clenched. She’d spent weeks coordinating, secretly badgering her friends for RSVPs, meticulously choosing the perfect playlist. It was all for nothing. A family emergency? Really? Right before the big day? Eleanor slammed her laptop shut, the metallic clang echoing in her otherwise quiet apartment.

She paced the length of her living room, her hands balled into fists. The streamers, still in their unopened box, seemed to glare at her from the corner. She pictured the cake she'd envisioned, a chocolate masterpiece, now probably destined to be consumed by whoever was in charge. A vein in her forehead throbbed. This was utterly unacceptable.

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