A knot twisted inside Benโ€™s chest as he read the published article. The research, the data, the arguments โ€“ all his. The authorโ€™s name, however, belonged to his boss, who had taken all the credit. He clenched his fists, knuckles white. He considered the consequences of speaking out, but the thought of remaining silent was even worse. He walked to the window, the city sprawling below, indifferent to his turmoil. The sunlight felt harsh, the noise of the traffic amplified, each element a harsh reminder of his predicament. He felt trapped, pinned down, unable to move.

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