The students were milling about the campus, murmuring. The campus felt different. It was the last day of classes. The buzz of anticipation had been replaced by a quiet dread. She didn't join in. She simply kept moving.

She walked towards her dorm room, the halls echoing with the shuffle of feet and the low hum of conversation. She saw the familiar faces of her friends, but she didn't stop.

She closed the door behind her, the lock clicking softly. The room was small and cluttered, the walls plastered with posters. She sat on the bed. She had a mountain of books to pack. She sighed.

Emotion: resigned

Cluster: Passivity
PC1 (Valence): -0.75 Negative
PC2 (Disposition): 0.16

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.437
a0.351
que0.323
வதில்லை0.267
sighed0.265
Suppressed:
C-0.375
-0.316
인해-0.310
Furthermore-0.298
🤩-0.296