The familiar scent of old books and coffee in the campus bookstore now felt tainted. Michael, a senior, leaned against a shelf, staring at the books he would never read again. He felt a deep ache in his chest, a sense of loss that went beyond the academic.

The announcement was a betrayal of the past, of all those times he’d walked these halls and the future he had dreamed for himself. He wanted to blame someone, anyone. The campus felt like a mausoleum.

His hand reached out, brushing against a copy of "The Odyssey," a book he’d been planning to read. He abruptly turned and walked out of the store, the weight of the news pressing down on him.

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