The note was stark white against the mahogany of his mentor’s desk. "Gone fishing. Good luck, kiddo." That was it. No phone call, no email, no final handshake. Just those six words. Elias balled the paper in his fist, the edges digging into his palm. He’d practically lived in this office for the last five years, soaking up every lesson, every piece of advice. He’d thought they had a connection, a shared understanding. He slammed the office door shut, the sound echoing in the sudden emptiness.

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