The afternoon sun, usually a welcome visitor, felt like an unwelcome spotlight on Clara’s desk. It illuminated the dust motes dancing in the air, mocking her with their carefree movement. She slammed the file shut, a sharp crack echoing in the quiet office.

Her co-worker, John, was already moving his things to the corner office. She’d been preparing for that role for the last year. How could she possibly have lost?

She glared at the empty space on her desk. She wanted to smash something. She took a deep breath, trying to calm her rapid heartbeat. She grabbed a water bottle and gulped it down. It did nothing to soothe the tension.

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