“Uncle David, look! Here's Flimsy!" The exuberant proclamation of his nephew caused David to freeze. He took the drawing. It was crude, but the floppy, mismatched limbs and oversized head were undeniable. Flimsy, the imaginary companion from his youth.

He felt a sudden, sharp ache in his chest, as if someone had punched him. He had buried those memories deep. Now, here it was, resurrected in this childish scribble. He ran from the room, muttering under his breath.

"What's wrong, Uncle David?"

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