He stared at the email, the words blurring together. "Congratulations to…" The sentence seemed to stretch out, mocking him with its length. He closed his eyes, inhaling deeply, trying to calm the sudden, sharp pang in his chest. His rival, Lisa, the darling of upper management, had gotten it.

He pushed his chair back, the squeak of the wheels amplifying the silence. The office felt like a cage. He was stuck.

He got up and went to the window, staring out at the cityscape, feeling an overwhelming sense of frustration. It was like he was running in place.

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