The sunlight felt particularly harsh on Sarah's face as she trudged towards the library. She hadn't slept well, and the news hadn't helped. Every single thing felt like a struggle. Her textbooks, usually her companions, felt like burdens.

The librarian’s cheerful greeting grated on her nerves. She grunted a curt response, avoiding eye contact. The library, normally a place of refuge, now seemed to amplify her internal discord. She slammed her book down on the desk, the loud noise a reflection of her inner turmoil.

Her fingers tapped restlessly against the worn wood. She longed to be anywhere but there, but she had nowhere to go. She closed her eyes, trying to conjure a moment of peace, but all she found was an overwhelming feeling of helplessness.

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