The party was in full swing, music blaring, laughter echoing through the rented loft space. But Clara stood by the window, a glass of untouched champagne in her hand, watching the city lights twinkle. She felt drained, as though all the air had been sucked out of her.

Her friend, Emily, the "successful fashion designer" gracing magazine covers? She worked at a fast food restaurant. Clara remembered all the stories Emily had told about her grueling work days.

Clara took a deep breath, the bubbles in the champagne doing nothing to soothe the emptiness within her. She felt hollow, as if a vital piece of her had been removed. She was going to have to make an excuse to leave early.

Emotion: dispirited

Cluster: Sadness / Despair
PC1 (Valence): -1.88 Negative
PC2 (Disposition): -0.98

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.398
S0.348
0.325
ness0.320
无法0.308
Suppressed:
de-0.297
l-0.256
👏-0.251
sonra-0.240
aud-0.240