The air in the coffee shop felt thick, heavy with the aroma of roasted beans and unspoken words. "California?" Alex repeated, his brow furrowed. He watched as Sam, his best friend, practically vibrated with excitement.

He felt a tightness in his chest, a sense of constriction that made it difficult to breathe. The cafe, usually a place of comfort and shared laughter, suddenly felt like a cage. He took a sip of his coffee, the bitter liquid doing little to soothe his rising agitation.

He stared out the window, at the passing cars and the oblivious pedestrians. He wanted to scream, to demand that Sam change his mind, but the words wouldn't come.

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