Elias slammed the door behind him, the force echoing through his small apartment. The rent was overdue, his muse had abandoned him, and the city felt like a pressure cooker. He felt a building sense of discontent.

He needed to clear his head, so he went to the coffee shop down the street. The barista, with a cheerful demeanor that immediately set his teeth on edge, greeted him. Elias barely grunted in response. He sat down by the window, idly watching the street. A man walked past, a tattoo – Elias's work – stark against the man's pale skin. The same unsettling feeling washed over him. He felt the blood begin to drain from his face.

He abruptly stood up and left without his coffee.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184