The email sat in her inbox, mocking her with its cheerful subject line: "Big News!" Sarah crumpled the paper in her hand, the thin paper crinkling audibly. Her brother, Michael, had always been a free spirit, but this… this felt different. This felt like a punch in the gut.

She pictured her parents, their faces when they received the news. They had spent their lives building a life for her and Michael; their sacrifices felt like they were being thrown away.

The small office felt oppressively warm. She reached for the window and struggled to open it. The air was stale, thick with the scent of old paper and lukewarm coffee. She leaned against the cool glass, taking a deep breath, and stared out at the street. Each car that drove past seemed to mock her.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224