The elevator ride, usually a mundane ritual, became an ordeal. Sarah saw the smug, expectant faces of her fellow tenants, the ones who would surely benefit from the conversion. They were already talking about "improvements" and "increased property values." She gritted her teeth, hating their cheerful optimism.

She slammed her apartment door shut. The small, cluttered space, once a haven, now felt inadequate, a relic of a bygone era. She paced, restless energy vibrating through her. The landlordโ€™s notice sat on the counter, mocking her with its glossy paper and upbeat tone. How could she compete?

She glanced at her plants, the small green things she had nurtured. They seemed to wilt in the face of the encroaching change.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199