The campus map crumpled in her fist. Emily stood outside the library, the familiar scent of old books and dust doing nothing to soothe her. She'd loathed this place, of course. The stifling atmosphere, the constant pressure to conform. Now, though, the closing felt like a personal insult.

She'd been right. She’d always known it was unsustainable. She’d told her friends, her parents, anyone who would listen. They'd all dismissed her as cynical, negative. Now, here we were.

She walked towards the student center. It was empty. The usual throngs of chattering students were absent. She wanted to scream. She wanted to see the look on the Dean's face, the smugness replaced with utter despair.

She kicked a discarded water bottle. The plastic crinkled under her foot. This was their fault, not hers. They had failed to see what she had seen. And now, they would all be paying the price.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256