“This is a joke,” Maria breathed, her voice flat. She stared at the screen, the words “University Closure Announced” seeming to mock her. All the work, all the late nights studying, all the dreams she had built, suddenly felt empty and pointless. Her fingers trembled as she refreshed the email page, as if expecting the news to magically disappear.

She pushed back from her desk and began to pace her tiny dorm room. The posters on her walls, once a source of inspiration, seemed to smirk down at her. The books, neatly arranged on the shelf, felt like a betrayal. She felt a growing pressure in her chest, a knot that tightened with every step.

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