Rain lashed against the windows of the student union, mirroring the storm brewing inside Elias. He'd just seen the email. “Closure.” That awful word. He slammed his coffee cup down, the ceramic clinking sharply against the table. The usual upbeat chatter of students felt like a deliberate taunt.

He shoved his hands deep into his pockets, the worn fabric doing little to soothe the tightness in his chest. His jaw clenched, muscles protesting with the effort. Every step felt heavy, like wading through molasses. He knew his parents would give him a hard time about this, as he was still in school.

He found himself avoiding eye contact, even with the friendly barista. He just needed to be alone. The idea of attending another lecture, another forced smile, another attempt at pretending this news wouldn't upend his life, felt utterly exhausting.

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