The restaurant was too loud. The music was too loud. The waiter was too cheerful. Sarah pushed the untouched plate of food away, the texture of the sauce triggering a sudden, unwelcome wave of nausea. She wanted to scream.

The condition had taken away so much: her energy, her appetite, her freedom. The specialist’s recommendations, the endless tests, the medication side effects…it was a prison. Finding someone else with the same condition, a person to share her burden? The idea was repulsive.

Yet, a message had come through, a number she couldn't bring herself to delete. She almost deleted it, then deleted the draft message. She turned off her phone.

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