The note was a sickly shade of yellow, practically vibrating with passive-aggressive energy. "Excessive noise levels" it read, in that overly neat, infuriatingly balanced handwriting of Mrs. Gable. He crumpled the paper in his fist, the edges digging into his palm. He could feel his jaw clench, every muscle in his neck stiffening.

He slammed the door, not gently, but with a deliberate thud that echoed through the otherwise quiet apartment. He stomped back inside, ripped the offending note to shreds, and tossed the pieces into the overflowing trash can. He needed to *do* something.

He paced, muttering under his breath about old busybodies and their fragile sensibilities. He grabbed his keys, the metal biting into his skin. He'd show her noise. He'd show her a good time.

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