The email sat in her inbox, a digital dagger. “Demolition scheduled for next week.” She read the words over and over, each time feeling a fresh wave of heat flush her face. A vein in her forehead throbbed.

She deleted the email, then immediately restored it. She scrolled through old photos on her phone, memories of birthday parties, Christmases, and summer evenings. She felt tears well up, blurring the images. She needed to be strong.

The phone rang. It was her brother. "Did you see it?" he asked, his voice strained. "We have to do something." A long, agonizing silence followed.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260