The overhead announcement crackled, informing Amelia of yet another delay. She slammed her fist on the armrest, the plastic groaning in protest. Her jaw clenched so tight, she felt a headache blooming behind her eyes. This was the third delay in as many hours. The wedding was supposed to start in two. Amelia pictured her sister, radiant in her dress, and a bitter taste filled her mouth. This trip, this whole situation, was a colossal waste of time.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296