David tossed a stack of photos onto the coffee table. He ran his hand through his hair, leaving it a mess. He didn't want to be here, digging through the remnants of a past that now felt like a deception. He’d come seeking answers, hoping to understand his grandfather better, instead he felt... cheated.

The photographs revealed a man who was everything his grandfather was *not*: reckless, vibrant, and utterly unconcerned with the family's carefully crafted reputation. David clenched his fists. The pleasant fiction he grew up believing felt utterly pointless now.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205