"Wonderful," Maya said aloud, the word dripping with sarcasm. The announcement had just landed in her inbox: Dr. Jackson was accepting a position elsewhere. She felt a surge of heat rush up her neck.

She tossed her pen onto the desk, the plastic clicking loudly against the wood. The room felt stifling, the air thick with unspoken frustrations. She took a deep breath, trying to regain some semblance of composure.

She stood up abruptly, pushing her chair back with a loud screech. She needed to move, to do something, anything, to dissipate the building tension. She went towards the door with a sense of urgency.

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