Rain lashed against the window as Marco shoved his mail into his already overloaded satchel. He was already late. Another stupid meeting he didn't care about, another day wasted. He fumbled through the stack, fingers numb with the cold. A single, flimsy birthday card, addressed only to “Occupant,” flapped forlornly in his hand.

He let out a short, sharp exhale. He had to be kidding. Who even sent a card without a name? It was so impersonal.

He tossed the card onto the passenger seat of his car, where it landed beside a half-eaten sandwich and a crumpled receipt. The engine roared to life. He glanced at the card again before speeding off. What a waste of a tree.

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