The air in the campus coffee shop felt thick with the aroma of roasted beans, yet David couldn't appreciate the smell. The news had left a hollow ache in his chest, making it difficult to breathe. He’d meticulously budgeted for the semester, and now his plans were shattered. The scholarship was gone.

He took a sip of his lukewarm coffee, the bitterness doing nothing to lift his mood. He watched the other students laughing and chatting around him, seemingly oblivious to the financial burdens they probably faced. He felt isolated, his problems magnified in his own mind. He wanted to get up and leave, to escape the cheerful chatter and the pretense of normalcy, but he didn’t know where he would go.

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