"Magnificent," the reviewer had written. "A testament to the human spirit." Eleanor practically choked on her coffee when she read the review. The biography, "Eleanor Vance: The Courageous Curator," was a monument to manufactured sentiment. It depicted her as this relentlessly optimistic, almost saintly figure, a narrative so far removed from her actual self it was comical.

She slammed the laptop shut, the abrupt action making the screen flicker. Her hands trembled. She wanted to destroy everything. The author had clearly based the entire thing on a handful of interviews with her colleagues, ignoring every single email and phone call she tried to send to them to correct the misinformation.

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