The late afternoon sun cast long shadows as I approached the old oak's usual spot. Where the sturdy trunk should have stood, a jagged stump remained. My jaw clenched. Someone had taken a chainsaw to it. My hands instinctively formed fists.

"What the hell?" I muttered, my voice tight. The space felt so… empty. I’d spent countless hours as a kid swinging from that tree, reading in its shade. Now, just sawdust and the lingering smell of fresh-cut wood.

A flush crept up my neck. I kicked a loose piece of bark, sending it skittering across the dry grass. All those memories, gone. What was even the point?

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