He stared at the email, the subject line a cheerful, almost mocking, *Congratulations!* He’d poured his heart into that project; his work, his research, was now "Dr. Evelyn Reed's." A muscle in his jaw ticked furiously. He felt a sharp jab of pain in his chest, as though someone had physically struck him.

He slammed his fist on his desk, the sound echoing in the quiet office. He pushed his chair back, the movement abrupt and forceful. He stood up, pacing back and forth, unable to settle. He felt a tremor in his hands. He grabbed his keys and wallet, needing to be anywhere but here.

He felt a tightness in his throat, a silent scream building. He was going to have to make a phone call. And he was not going to be happy.

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