The invitation, tucked inside a glossy envelope, had felt like a summons. Emily had spent the last week composing and then deleting drafts of her speech, each attempt failing to capture the …thing… she was experiencing.

The banquet hall, with its generic decorations and overly bright lights, did little to improve her mood. The air was thick with the scent of cheap perfume and ambition. She fiddled with the strap of her purse, a nervous habit.

She found herself avoiding her mother's gaze as she waded through the crowd, trying not to make eye contact with anyone. The thought of standing up in front of all these people, and saying nice things, made her want to run.

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