Dinner with her parents was a disaster. The moment she sat down, her mother gushed, "We saw your essay! It's wonderful, darling!" Her father nodded in agreement, launching into a detailed analysis of her metaphors. Amy found herself picking at her food.

She couldn't escape the topic. She wanted to scream, to shout, to make them understand. She hated being the center of attention. She felt a knot forming in her throat. She had envisioned a pleasant evening, but it was ruined.

She pushed her plate away, feigning fullness. She knew there was no point in arguing. She had to grin and bear it. It felt like she was trapped in a play she did not want to be a part of. She excused herself from the table.

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