The audacity! That was the only thing that ran through Maya’s mind as she stared at the email. Liam, her *fiancé*'s best friend, was holding a video game tournament the same night as Maya’s engagement party. She’d spent weeks working on this!

She slammed the laptop shut with a loud crack, the sound echoing in the silent room. Her hands were shaking. She had booked the caterer, selected the venue, and designed the invitations. Everything was planned. Everything was ready.

She paced the room, her high heels clicking a staccato rhythm on the hardwood floor. Liam knew how important this was to her! She was going to have a serious conversation with both him and her fiancé.

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