"Okay, so here's the deal," Claire said, her voice tight. The move to the social media team felt like a personal affront. She hated the very concept of TikTok.

She tossed her pen onto her desk, the plastic clicking loudly against the wood. Her gaze drifted across the desk. Her desk, her space, now felt like a prison.

She crossed her arms, a solid barrier against the changes to come. She felt a growing sense of frustration, a desire to argue, to protest, to do *anything* other than accept her new role.

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