“Oh, for crying out loud,” Elizabeth muttered, pushing the letter away. The paper slid across the messy desk, landing haphazardly amidst bills and receipts. The words, addressed to a former lover, were a blatant display of her past vulnerabilities. She hated it.

She glared at the letter as it stared back at her. The sentimentality in her own handwriting now made her cringe. She felt a physical tension in her shoulders. She wanted to rip the thing to shreds, to obliterate the evidence of that foolish episode in her life.

She picked up the remote and flicked on the television, the loud sounds of a game show filling the room. At least the noise could drown out the thoughts.

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